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{"sheet":"Introduction","index":0,"n_rows":12,"n_cols":3,"rows_kept":12}
["Introduction"]
[]
[null,"Survey","Enhancing Interactive Pharmacology Education Using Artificia"]
[null,"Dashboard Name","My Dashboard"]
[null,"Username","kayzarhlawinnovember@gmail.com"]
[null,"Options"]
[null,"Include Raw Data","true"]
[null,"Include Open-Ended Text","true"]
[null,"Include Geo Code & Additional Info","false"]
[null,"Include Randomization Data","false"]
[null,"Report Timestamp","2025-09-15T12:34:10"]
[null,"Data Filter","Default Grouping "]

{"sheet":"Overall Statistics","index":1,"n_rows":9,"n_cols":5,"rows_kept":9}
["Survey Statistics Report"]
[]
[]
[null,"Count","Completed / Started","Completed / Viewed","Started / Viewed"]
["Completed",69,{"v":1,"d":"100.00%"},{"v":0.28278687596321106,"d":"28.28%"},{"v":0.28278687596321106,"d":"28.28%"}]
["Terminates",0]
["Incompletes",0]
["Total Responses",69]
["Viewed",244]

{"sheet":"Raw Data","index":2,"n_rows":71,"n_cols":76,"rows_kept":71}
["Response ID","Response Status","IP Address","Timestamp (mm/dd/yyyy)","Duplicate","Time Taken to Complete (Seconds)","Seq. Number","External Reference","Custom Variable 1","Custom Variable 2","Custom Variable 3","Custom Variable 4","Custom Variable 5","Respondent Email","Email List","Country Code","Region","You are invited to take part in a research survey conducted as part of a study exploring the use of Artificial Intelligence (AI) tools to enhance interactive learning in pharmacology among preclinical MBBS students. This study aims to assess students’ engagement, satisfaction, and learning outcomes when AI-based tools—such as ChatGPT, flashcard generators, and quiz platforms—are integrated into pharmacology tutorials.Your responses will help guide future teaching strategies, curriculum design, and AI integration in medical education.This project is led by a team of clinical educators and digital learning advocates at UniKL RCMP and is conducted in accordance with the institution’s research ethicspolicies.Voluntary Participation and Informed ConsentParticipation in this study is entirely voluntary. You may skip any question or withdraw at any time without penalty. By choosing to proceed, you are giving informed consent to participate in this research.This study adheres to ethical principles of the Declaration of Helsinki and UniKL’s research standards.Your responses will remain confidential and anonymous.No personally identifiable information (e.g., name, student ID) will be collected.Data Use and ConfidentialityYour responses will be used solely for academic research and publication. All data will be securely stored, and findings will be reported only in aggregate. No data will be shared that could identify individual participants.DurationThis survey will take approximately 5–10 minutes to complete.Research Team ContactIf you have questions about this research, please contact:Dr. Kay Zar Hla WinPrincipal InvestigatorEmail: kayzar@unikl.edu.myUniKL Royal College of Medicine Perak (RCMP)Consent ConfirmationBy clicking Next, you confirm that:You have read and understood the above information.You voluntarily agree to participate in this study.You understand that your participation is confidential and anonymous.You are currently enrolled in the MBBS preclinical phase at UniKL RCMP.You are at least 18 years old.","Final Survey Questionnaire (5-point LikertScale)","Question 2","Question 2","Question 2","Question 2","Question 2","Question 2","Question 2","Question 2","Question 2","Question 2"," Focus Group Discussion","What were your initial thoughts when introduced to the use of AI tools in pharmacology tutorials?","","","","","Can you describe how you used the AI toolsduring or after tutorials?","","","","","Which AI tool did you find most helpful, andwhy?","","","","","Were there any challenges or frustrations in using these tools?","","","","","How did the AI tools influence your motivationor interest in pharmacology?","","","","","I relied on AI more for convenience than genuine interest.","","","","","In what ways did AI-based learning differ fromtraditional tutorials?","","","","","Do you think these tools are useful in oureducational settings? Why or why not?","","","","","Would you continue using these AI tools in yourfuture studies?","What suggestions do you have to improve the integration of AI into the curriculum?","","","",""]
["","","","","","","","","","","","","","","","","","","","I found  AI tools helpful in improving my understanding of pharmacology topics.","The AI-assisted sessions made the learning experience more engaging than traditional tutorials.","Using AI tools encouraged me to explore pharmacology concepts independently.","I was able to clarify doubts more effectively with the help of AI tools.","The AI-generated questions and summaries were relevant and accurate.","I would recommend the use of free AI tools for learning other subjects.","I felt confident using AI tools after the orientation provided.","The use of AI in learning saved me time during self-study.","I was motivated to study pharmacology more regularly due to the AI-based learning support.","    Overall, I am satisfied with the integration of AI tools into pharmacology tutorials.","","I was excited to try something innovative.","I was unsure about the reliability of AI-generated content.","I thought it would make complex topics easier to understand.","I worried it might replace human teachers","I didn’t expect it to be much different from traditional methods","I used AI to revise and summarize lecture content.","I asked AI to explain difficult pharmacology concepts in simpler terms.","I generated practice questions or quizzes using AI tools","I used AI to prepare for exams or assessments.","I didn’t use the AI tools much outside of class.","ChatGPT for quick explanations and concept clarification","AI flashcard generator for spaced repetition and recall","AI-powered quiz maker for self-assessment","AI summarizer for condensing long pharmacology texts","AI slide assistant (e.g., for making study slides)","The AI sometimes gave incorrect or outdated information.","I wasn’t sure how to ask questions effectively.","I found it difficult to connect AI-generated content with the actual curriculum","I didn’t have enough time to explore the AI tools fully.","I preferred traditional study methods over AI tools.","AI tools made the subject feel more interactive and enjoyable.","I felt more motivated to revise topics I previously found boring.","Using AI sparked curiosity to explore topics beyond the syllabus.","My motivation stayed about the same regardless of using AI.","I relied on AI more for convenience than genuine interest.","AI tools made the subject feel more interactive and enjoyable.","I felt more motivated to revise topics I previously found boring.","Using AI sparked curiosity to explore topics beyond the syllabus.","My motivation stayed about the same regardless of using AI.","I relied on AI more for convenience than genuine interest.","AI allowed me to learn at my own pace and revisit content anytime","I received instant answers without waiting for a tutor.","The interaction felt less personal or human compared to live teaching","AI helped me ask questions I might hesitate to ask in class","AI-based learning felt more superficial than traditional tutorials","AI tools help simplify complex topics, making learning easier","They promote self-directed and flexible learning","They are useful only as supplementary tools, not replacements for teachers.","The accuracy and trustworthiness of AI content still concern me.","AI tools are overhyped and don’t significantly improve understanding.","","Provide formal training on how to use AI tools effectively","Align AI-generated content closely with lecture objectives and exam formats","Allow students to choose AI tools that suit their learning styles","Involve lecturers in curating or validating AI-generated content","Use AI tools only as optional supplementary resources"]
[179449040,"Completed","2405:3800:81e:fbb:88a8:2cba:3010:9536","2025-07-19T21:35:45",false,103,1,"test_response",{"$nulls":6},"","MY","14"]
[179449869,"Completed","2405:3800:81e:fbb:88a8:2cba:3010:9536","2025-07-19T21:50:01",false,48,1,"test_response",{"$nulls":6},"","MY","14"]
[180498881,"Completed","2405:3800:866:614c:d99e:1f12:b495:bf2","2025-07-24T13:08:44",false,77,1,"test_response",{"$nulls":6},"","MY","14"]
[180498961,"Completed","2405:3800:866:614c:d99e:1f12:b495:bf2","2025-07-24T13:11:48",false,69,1,"test_response",{"$nulls":6},"","MY","14"]
[180499064,"Completed","2405:3800:866:614c:d99e:1f12:b495:bf2","2025-07-24T13:14:39",false,36,1,"test_response",{"$nulls":6},"","MY","14"]
[181090307,"Completed","2001:d08:1c03:c357:d12c:15cd:2866:117","2025-07-29T08:54:25",false,193,1,{"$nulls":7},"","MY","10",null,null,"5","5","5","5",null,"5","5","5","5","5",null,5,3,4,2,1,4,3,2,5,1,2,3,4,5,1,3,2,1,5,4,4,1,2,5,3,4,3,2,1,5,3,1,5,2,4,3,1,4,5,2,1,3,5,1,2,4]
[181090313,"Completed","2402:1980:985:4417:2136:5758:559f:c36","2025-07-29T08:54:28",false,206,1,{"$nulls":7},"","MY","",null,null,"4","4","4","4","4","4","4","4","4","4",null,4,3,5,2,1,3,4,2,5,1,4,5,2,3,1,5,4,2,1,3,3,2,4,5,1,2,1,4,3,5,2,4,3,5,1,2,3,5,1,4,3,2,4,3,1,5]
[181090330,"Completed","1.32.57.169","2025-07-29T08:54:41",false,200,1,{"$nulls":7},"","MY","14",null,null,"5","5","5","5","5","5","4","5","4","5",null,4,3,5,2,1,5,4,3,2,1,5,3,4,2,1,5,4,1,3,2,5,4,3,2,1,5,3,2,4,1,5,4,2,3,1,5,4,3,2,1,2,3,4,1,5,2]
[181090400,"Completed","2404:160:8054:af44:24aa:21da:4d0f:a865","2025-07-29T08:55:30",false,199,1,{"$nulls":7},"","MY","14",null,null,"3","5","4","4","4","5","5","5","5","4",null,5,3,4,2,1,5,4,3,2,1,5,4,3,2,1,1,2,3,4,5,5,4,3,2,1,{"$nulls":15},1]
[181090432,"Completed","2a09:bac2:4c96:232::38:cb","2025-07-29T08:55:51",false,286,1,{"$nulls":7},"","MY","14",null,null,"5","5","5","5","5","5","5","5","5","5",null,3,2,5,1,4,3,5,4,2,1,5,2,1,4,3,2,1,3,4,5,3,2,1,4,5,1,2,3,4,5,2,1,3,4,5,2,1,3,4,5,1,1,2,3,4,5]
[181090458,"Completed","2404:160:8304:5b5a:4dad:af6d:60e6:5ce","2025-07-29T08:56:14",false,298,1,{"$nulls":7},"","MY","10",null,null,"5","5","5","5","4","5","5","4","4","5",null,4,2,5,1,3,5,4,3,2,1,5,4,3,2,1,4,2,1,3,5,5,4,3,1,2,5,4,1,3,2,4,5,1,3,2,5,2,3,4,1,1,2,4,3,5,1]
[181090466,"Completed","2a09:bac2:4c91:232::38:95","2025-07-29T08:56:17",false,308,1,{"$nulls":7},"","MY","14",null,null,"5","4","3","5","4","4","3","5","3","5",null,5,3,4,2,1,5,4,1,3,2,5,2,4,3,1,5,2,3,1,4,4,3,2,1,5,4,3,1,2,5,3,4,2,5,1,3,4,5,2,1,2,3,2,4,5,1]
[181090485,"Completed","2405:3800:89f:5cda:8f6:56a3:64d2:9a98","2025-07-29T08:56:28",false,320,1,{"$nulls":7},"","MY","14",null,null,"5","3","4","5","5","4","3","5","4","4",null,3,1,2,5,4,5,4,3,2,1,5,2,3,4,1,5,1,2,3,4,5,4,2,3,1,5,2,1,3,4,5,4,1,3,2,5,4,3,1,2,1,1,2,5,4,3]
[181090496,"Completed","118.100.134.154","2025-07-29T08:56:37",false,273,1,{"$nulls":7},"","MY","14",null,null,"3","4","3","3","2","4","3","4","3","3",null,5,1,4,3,2,5,4,3,2,1,3,5,4,2,1,5,2,4,3,1,3,2,4,5,1,3,4,5,2,1,3,1,2,4,5,2,3,1,4,5,3,2,3,1,4,5]
[181090497,"Completed","2405:3800:868:79ac:4d50:dfdf:dbc4:650b","2025-07-29T08:56:38",false,338,1,{"$nulls":7},"","MY","14",null,null,"4","4","4","4","4","4","4","4","4","4",null,4,3,5,2,1,4,5,2,3,1,1,5,4,2,3,1,2,3,4,5,4,1,2,3,5,3,1,4,5,2,3,2,1,5,4,2,3,1,5,4,1,1,2,3,4,5]
[181090500,"Completed","1.32.57.197","2025-07-29T08:56:40",false,331,1,{"$nulls":7},"","MY","14",{"$nulls":5},"4","5","5","5","5","5","5",null,1,5,4,3,2,5,2,3,4,1,5,1,2,4,3,5,1,3,2,4,3,2,1,4,5,2,3,1,4,5,1,2,3,4,5,3,4,5,1,2,1,1,3,4,2,5]
[181090501,"Completed","2a09:bac3:4c96:232::38:c5","2025-07-29T08:56:40",false,341,1,{"$nulls":7},"","MY","14",null,null,"5","4","4","5","3","3","2","4","4","3",null,3,4,5,2,1,1,3,5,4,2,1,4,3,2,5,1,4,5,2,3,4,1,3,5,2,3,1,4,5,2,1,2,5,4,3,3,2,5,1,4,1,3,5,4,1,2]
[181090515,"Completed","2404:160:805e:bb91:449d:ec5f:ff8a:cb10","2025-07-29T08:56:51",false,313,1,{"$nulls":7},"","MY","14",null,null,"5","5","5",null,"5","4","4","5","5","5",null,5,4,3,1,2,5,4,2,3,1,4,3,2,5,1,4,5,3,2,1,5,4,3,2,1,5,4,3,2,1,5,4,1,3,2,5,4,2,3,1,1,5,4,2,3,1]
[181090517,"Completed","27.125.248.105","2025-07-29T08:56:52",false,334,1,{"$nulls":7},"","MY","",null,null,"5","5","5","5","5","5","5","5","5","5",null,5,2,4,1,3,5,4,1,3,2,5,1,2,3,4,5,2,3,4,1,5,4,3,2,1,5,4,3,2,1,5,4,3,2,1,5,4,3,2,1,1,1,3,5,0,0]
[181090539,"Completed","2404:160:8306:332c:1856:8454:b183:8192","2025-07-29T08:57:10",false,358,1,{"$nulls":7},"","MY","10",null,null,"5","4","4","3","5","3","5","5","4","5",null,5,4,2,3,1,2,4,5,3,1,4,1,2,5,3,3,4,1,5,2,3,5,4,1,2,3,5,4,2,1,3,5,4,1,2,5,4,1,3,2,2,5,1,4,3,2]
[181090541,"Completed","2405:3800:8fb:cda9:8d3:b2e3:fab5:252c","2025-07-29T08:57:10",false,361,1,{"$nulls":7},"","MY","14",null,null,"4","5","4","4","3","5","4","4","4","5",null,5,3,4,1,2,4,5,1,2,3,5,2,1,4,3,5,3,4,2,1,4,5,3,2,1,4,3,5,2,1,5,3,1,4,2,5,2,4,3,1,3,3,5,4,2,1]
[181090548,"Completed","1.32.57.177","2025-07-29T08:57:16",false,375,1,{"$nulls":7},"","MY","14",{"$nulls":5},"5","5","5","5","5","5","5",null,5,4,3,2,1,5,4,2,3,1,5,1,2,3,4,1,2,3,4,5,5,4,3,2,1,4,5,2,3,1,1,5,3,4,2,5,4,2,3,1,1,5,2,4,1,0]
[181090551,"Completed","2402:1980:8242:bc76:7c23:ad24:ec3f:dcb0","2025-07-29T08:57:17",false,368,1,{"$nulls":7},"","MY","",null,null,"4","4","3","5","5","4","4","1","3","4",null,3,4,2,5,1,5,4,3,2,1,4,3,2,0,1,4,2,3,5,1,3,4,5,2,1,3,4,5,2,1,2,4,1,5,3,5,3,4,1,2,1,2,3,1,4,5]
[181090577,"Completed","2a02:26f7:c6c4:49f2:0:800:0:a","2025-07-29T08:57:29",false,381,1,{"$nulls":7},"","MY","10",null,null,"5","5","5","5","4","5","5","5","5","5",null,4,3,5,2,1,5,4,3,2,1,5,3,1,4,2,3,2,4,5,1,4,5,3,2,1,4,3,5,2,1,2,5,3,4,1,5,3,1,4,2,1,3,4,5,2,1]
[181090590,"Completed","2001:d08:1283:9d9c:7cc9:a1ff:fe5e:21bf","2025-07-29T08:57:39",false,376,1,{"$nulls":7},"","MY","10",null,null,"4","4","4","5","3","4","4","5","4","4",null,3,2,4,1,5,4,5,1,2,3,5,2,1,4,3,5,1,2,3,4,3,4,5,2,1,5,1,4,3,2,4,3,1,5,2,4,3,1,5,2,1,3,2,4,5,1]
[181090612,"Completed","2404:160:8158:aed6:78e1:c3ff:fe30:a876","2025-07-29T08:57:54",false,365,1,{"$nulls":7},"","MY","14",null,null,"5","3","4","5","3","5","5","5","4","4",null,3,2,5,4,1,2,4,3,5,1,5,3,2,4,1,5,4,3,2,1,3,2,4,1,5,3,2,1,4,5,5,4,3,2,1,4,5,3,2,1,2,1,4,5,3,2]
[181090619,"Completed","60.53.117.131","2025-07-29T08:57:57",false,408,1,{"$nulls":7},"","MY","10",null,null,"5","5","5","5","3","5","4","4","4","4",null,4,2,5,1,3,5,4,2,3,1,{"$nulls":5},5,4,2,3,1,5,4,3,2,1,3,5,4,2,1,{"$nulls":5},5,3,4,2,1,1,1,3,2,4,5]
[181090649,"Completed","2001:d08:182a:3b0d:ac28:a7ff:fea2:212e","2025-07-29T08:58:25",false,434,1,{"$nulls":7},"","MY","10",null,null,"5","4","4","4","3","4","3","4","3","3",null,4,2,5,3,1,3,5,2,4,1,5,4,3,2,1,4,3,5,2,1,5,4,3,2,1,3,5,4,1,2,4,3,2,5,1,4,2,5,3,1,1,1,2,5,3,4]
[181090656,"Completed","183.171.68.139","2025-07-29T08:58:27",false,434,1,{"$nulls":7},"","MY","14",null,null,"5","5","5","5","4","5","5","5","3","5",null,5,3,4,2,1,5,4,2,3,1,5,2,3,4,1,3,2,1,4,5,5,3,4,2,1,5,3,2,4,1,2,5,3,4,1,5,4,3,2,0,2,2,3,1,4,5]
[181090692,"Completed","2405:3800:819:35ce:e51d:e8d2:9023:e483","2025-07-29T08:58:55",false,452,1,{"$nulls":7},"","MY","14",null,null,"4","3","3","4","4","4","3","4","3","4",null,3,2,1,5,4,4,5,1,3,2,4,2,3,5,1,3,1,2,5,4,2,3,1,4,5,1,2,3,5,4,3,4,2,1,5,5,3,4,1,2,1,3,2,1,4,5]
[181090723,"Completed","1.32.57.177","2025-07-29T08:59:15",false,475,1,{"$nulls":7},"","MY","14",null,null,"4","4",null,"4","4","4","4","4","4","4",null,3,0,4,5,2,4,5,2,3,1,3,1,4,5,2,5,4,3,1,2,3,4,5,2,1,3,4,5,1,2,5,4,3,2,1,5,3,4,2,1,1,1,2,0,4,5]
[181090730,"Completed","2001:e68:5457:38ca:b8:6aa1:9761:409b","2025-07-29T08:59:19",false,379,1,{"$nulls":7},"","MY","08",null,null,"5","5","5","4","4","4","4","4","4","5",null,4,3,5,1,2,4,5,3,2,1,5,3,4,2,1,4,2,3,5,1,5,4,3,1,2,4,3,2,1,5,3,2,1,4,5,4,2,3,5,1,2,3,2,4,1,5]
[181090783,"Completed","1.32.57.177","2025-07-29T08:59:58",false,523,1,{"$nulls":7},"","MY","14",null,null,"4","2","2","4","5","3","3","5","2","3",null,3,2,4,1,5,1,2,5,3,4,4,1,2,3,5,4,2,3,5,1,2,3,4,1,5,2,3,4,1,5,5,3,2,4,1,1,3,5,4,2,2,4,5,3,1,2]
[181090838,"Completed","219.92.231.117","2025-07-29T09:00:29",false,568,1,{"$nulls":7},"","MY","10",null,null,"5","5","5","4","4","5","5","5","4","5",null,5,3,4,1,2,2,4,3,5,1,5,2,4,3,1,4,5,1,2,3,5,4,2,1,3,5,4,2,1,3,3,5,2,4,1,5,4,3,2,1,1,5,4,1,3,2]
[181090879,"Completed","1.32.57.169","2025-07-29T09:00:57",false,580,1,{"$nulls":7},"","MY","14",null,null,"5","5","5","5","3","5","3","5","5","5",null,2,5,1,3,4,2,1,4,3,5,1,3,4,2,5,1,5,4,3,2,1,2,3,4,5,3,1,2,4,5,1,2,4,3,5,1,2,3,4,5,1,1,3,4,5,2]
[181091820,"Completed","2001:e68:5457:38ca:78b6:104d:dff2:68f6","2025-07-29T09:12:13",false,113,1,{"$nulls":7},"","MY","08",null,null,"4","3","4","3",null,"4","3","4","3","4",null,4,3,1,5,2,4,3,5,2,1,4,3,5,2,1,4,5,3,1,2,5,1,2,3,4,2,1,3,4,5,2,1,5,4,3,3,2,1,4,5,2,2,3,1,4,5]
[181093092,"Completed","219.92.231.117","2025-07-29T09:25:27",false,2048,1,{"$nulls":7},"","MY","10",null,null,"4","4","4","4","3","5","4","4","3","4",null,3,1,2,4,5,2,1,4,3,5,1,4,5,2,3,3,1,2,4,5,5,4,3,2,1,5,4,3,2,1,2,3,4,1,5,1,3,2,4,5,1,4,3,1,2,5]
[181093498,"Completed","1.32.57.177","2025-07-29T09:30:32",false,2349,1,{"$nulls":7},"","MY","14",null,null,"5","4","4","4","5","4","4","4","4","5",null,2,4,3,1,5,1,3,2,4,5,1,2,3,4,5,1,2,5,3,4,1,2,3,5,4,2,1,3,5,4,1,3,2,5,4,3,4,1,2,5,2,2,3,1,5,4]
[181094955,"Completed","115.164.80.184","2025-07-29T09:46:59",false,3295,1,{"$nulls":7},"","MY","10",null,null,"4","3","3","4","4","4","4","4","3","4",null,3,2,1,5,4,2,1,5,4,3,1,5,4,2,3,1,3,5,2,4,2,3,4,5,1,3,2,5,4,1,1,2,3,4,5,2,4,3,1,5,1,1,4,5,2,3]
[181100870,"Completed","2405:3800:876:2672:a44d:10ff:fe47:4e33","2025-07-29T11:13:51",false,1313,1,{"$nulls":7},"","MY","14",null,null,"4","4","5","4","4","4","4","5","4","4",null,3,4,5,2,1,3,5,2,4,1,4,2,1,5,3,5,1,3,2,4,1,2,4,3,5,1,2,4,3,5,3,5,2,4,1,2,5,4,3,1,3,1,3,2,5,4]
[181102419,"Completed","2001:d08:2084:2550:a5d5:eeca:13b7:48b7","2025-07-29T11:43:59",false,247,1,{"$nulls":7},"","MY","14",null,null,"4","4","3","2","3","4","4","5","5","4",null,5,2,4,3,1,1,2,5,4,3,1,5,4,2,3,1,3,2,5,4,5,1,2,4,3,4,3,1,2,5,4,2,3,1,5,3,4,5,2,1,1,3,4,5,1,2]
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[181102501,"Completed","2402:1980:8c0:9337:87ca:1ee6:65b8:5004","2025-07-29T11:45:47",false,379,1,{"$nulls":7},"","MY","",null,null,"4","4","4","4","4","4","3","3","4","4",null,2,1,3,5,4,2,1,3,4,5,1,3,4,2,5,3,4,2,5,1,2,1,3,5,4,2,1,3,4,5,1,2,3,4,5,1,2,3,4,5,1,3,4,5,2,1]
[181102506,"Completed","2402:1980:82b0:9daf:6dae:106b:5a45:3b","2025-07-29T11:45:54",false,387,1,{"$nulls":7},"","MY","",null,null,"4","3","4","5","3","4","3","4","3","4",null,1,5,2,3,4,1,2,4,5,3,1,3,5,2,4,1,5,4,3,2,5,3,1,2,4,2,3,1,4,5,1,2,4,3,5,1,2,3,5,4,1,1,2,3,4,5]
[181102530,"Completed","175.144.109.104","2025-07-29T11:46:24",false,348,1,{"$nulls":7},"","MY","10",null,null,"4","4","5","4","2","4","4","4","4","4",null,4,3,2,1,5,4,5,3,1,2,5,2,3,4,1,4,1,2,3,5,4,5,3,1,2,4,5,3,2,1,5,4,3,2,1,5,4,3,2,1,1,2,4,3,1,5]
[181102535,"Completed","1.32.57.169","2025-07-29T11:46:28",false,423,1,{"$nulls":7},"","MY","14",null,null,"5","5","5","5","3","5","4","5","3","4",null,4,3,2,5,1,2,5,1,3,4,5,4,3,2,1,3,2,1,5,4,3,4,5,2,1,1,3,2,4,5,4,5,2,3,1,5,3,4,2,1,1,1,2,3,4,5]
[181102563,"Completed","2404:160:800d:a3de:5d92:38e7:bc27:15ae","2025-07-29T11:46:56",false,447,1,{"$nulls":7},"","MY","14",null,null,"4","5","5","5","3","4","4","5","5","4",null,4,3,5,2,1,5,4,3,2,1,4,5,3,2,1,3,2,1,4,5,5,4,3,1,2,5,4,3,2,1,5,4,3,2,1,5,4,3,2,1,2,3,2,1,4,5]
[181102586,"Completed","2001:d08:1838:9a1c:7cda:a4d6:ef8:bce2","2025-07-29T11:47:22",false,457,1,{"$nulls":7},"","MY","10",null,null,"4","4","4","4","4","4","4","4","4","4",null,3,2,4,5,1,4,3,2,1,5,2,1,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,3,2,4,5,2,1,2,3,4,5]
[181102647,"Completed","1.32.57.197","2025-07-29T11:48:52",false,531,1,{"$nulls":7},"","MY","14",null,null,"5","5","4",null,"4","5","5","5","5","5",null,2,4,1,5,3,2,1,4,3,5,1,2,4,3,5,1,2,3,5,4,2,1,4,5,3,1,2,3,4,5,3,2,5,1,4,1,4,3,2,5,1,5,1,3,2,4]
[181102661,"Completed","2001:d08:1a85:c22e:9528:c6e:de54:db0","2025-07-29T11:49:11",false,585,1,{"$nulls":7},"","MY","14",null,null,"5","5",null,"4","4","4","4","3","3","3",null,3,4,2,1,5,2,1,4,3,5,1,2,3,4,5,1,3,5,4,2,3,2,4,1,5,2,3,4,1,5,2,3,1,4,5,3,4,1,2,5,2,5,2,4,3,1]
[181102827,"Completed","60.53.117.131","2025-07-29T11:53:29",false,828,1,{"$nulls":7},"","MY","10",null,null,"5","5","4","4","4","4","4","4","4",null,null,4,1,3,5,2,2,1,3,4,5,1,5,2,4,3,1,4,3,5,2,1,3,2,5,4,1,2,3,5,4,1,3,5,2,4,3,4,1,2,5,2,1,2,4,3,5]
[181103413,"Completed","2a09:bac3:4c95:232::38:b8","2025-07-29T12:08:31",false,1615,1,{"$nulls":7},"","MY","14",null,null,"5","3","4","5","3","5","5","5","5","5",null,3,4,5,1,2,5,4,1,3,2,5,1,2,4,3,5,3,2,4,1,1,5,4,3,2,3,5,4,1,2,5,4,2,3,1,5,4,3,2,1,1,3,4,2,1,5]
[181105713,"Completed","2a09:bac3:4c35:232::38:a6","2025-07-29T13:14:02",false,5662,1,{"$nulls":7},"","MY","07",null,null,"4","4","3","4","2","5","3","4","4","4",null,3,5,4,1,2,2,5,1,4,3,3,5,4,1,2,5,2,4,1,3,2,1,3,5,4,{"$nulls":5},5,3,4,1,2,3,1,5,4,2,1,2,4,3,5,1]
[181107805,"Completed","2405:3800:801:4b5e:c981:3465:6eaa:667d","2025-07-29T14:25:46",false,182,1,{"$nulls":7},"","MY","14",{"$nulls":5},"1","1","3","3","1","2","1",null,3,2,4,5,1,5,4,3,2,1,5,4,3,2,1,2,1,4,3,5,5,3,4,2,1,5,3,1,2,4,4,2,3,1,5,5,3,2,4,1,1,5,1,4,0,0]
[181107833,"Completed","183.78.83.21","2025-07-29T14:26:48",false,262,1,{"$nulls":7},"","MY","07",null,null,"3","3","4","4","3","4","3","3","3","3",null,3,4,1,5,2,1,5,4,2,3,3,5,4,2,1,5,2,4,3,1,3,1,5,4,2,4,2,5,3,1,2,5,4,3,1,1,5,3,2,4,3]
[181107837,"Completed","2001:d08:1030:811d:c2d:e0e4:d78a:98bd","2025-07-29T14:26:57",false,145,1,{"$nulls":7},"","MY","14",null,null,"5","3","5","5","5","4",null,"5","4","4",null,3,4,1,2,5,3,4,2,5,0]
[181107857,"Completed","1.32.57.177","2025-07-29T14:27:50",false,321,1,{"$nulls":7},"","MY","14",null,null,"5","5","5","5",null,"5","5","5","5","5",null,5,3,2,1,4,5,4,1,3,2,5,1,2,4,3,1,2,3,4,5,5,3,4,2,1,5,4,3,2,1,5,4,3,2,1,5,4,3,2,1,1,3,5,4,2,1]
[181107863,"Completed","175.137.115.229","2025-07-29T14:28:01",false,299,1,{"$nulls":7},"","MY","14",null,null,"4","4","4","4",null,"3","3","4","3","3",null,5,4,3,2,1,3,4,2,5,1,4,3,5,2,1,5,2,3,1,4,2,3,1,4,5,2,3,4,5,1,3,4,5,2,0,3,4,5,2,1,1,2,3,5,1,4]
[181107870,"Completed","175.144.109.104","2025-07-29T14:28:09",false,237,1,{"$nulls":7},"","MY","10",null,null,"4","4","3","5","4","4","3","4","4","5",null,4,3,5,2,1,5,4,2,3,1,4,1,3,5,2,5,1,2,3,4,5,4,1,2,3,4,5,3,1,2,5,2,4,3,1,5,4,3,1,2,1,4,5,3,2,1]
[181107879,"Completed","183.171.64.108","2025-07-29T14:28:22",false,222,1,{"$nulls":7},"","MY","14",null,null,"5","5","5","5","4","5","5","5","5","5",null,5,4,2,1,3,3,4,5,2,1,1,2,5,3,4,5,2,3,4,1,1,3,5,4,2,1,2,5,4,3,2,1,5,3,4,3,1,4,5,2,2,1,2,4,3,5]
[181107883,"Completed","2404:160:8067:cf8d:cd6f:c12f:9ef2:2ef3","2025-07-29T14:28:24",false,253,1,{"$nulls":7},"","MY","14",null,null,"4","3","4","5","4","5","4","5","4","4",null,4,3,5,1,2,5,2,1,4,3,3,1,2,5,4,3,4,5,1,2,3,2,1,4,5,4,1,3,5,2,2,1,5,3,4,3,1,2,4,5,1,3,2,1,4,5]
[181107886,"Completed","113.211.118.162","2025-07-29T14:28:29",false,214,1,{"$nulls":7},"","MY","10",null,null,"5","4","4","5","5","5","5","5","5","5",null,5,4,3,1,2,5,4,3,2,1,5,4,3,2,1,5,4,3,2,1,5,4,3,2,1,5,4,3,2,1,5,3,1,4,2,5,4,2,3,1,2,5,0,4,2,3]
[181107894,"Completed","2404:160:8159:6125:2d6a:be20:91ec:10f2","2025-07-29T14:28:47",false,353,1,{"$nulls":7},"","MY","14",null,null,"4","2","4","4","3","4","4","5","3","4",null,3,2,4,1,5,4,3,2,5,1,4,1,3,5,2,1,2,3,4,5,3,2,4,5,1,1,2,3,4,5,3,2,1,4,5,1,3,2,4,5,1,1,5,4,2,3]
[181107913,"Completed","1.32.57.177","2025-07-29T14:29:22",false,292,1,{"$nulls":7},"","MY","14",null,null,"4","4","4","4","4","4","4","4","4","4",null,4,3,5,1,2,3,4,2,5,1,5,4,1,2,3,3,4,2,5,1,5,4,3,2,1,4,3,5,2,1,3,4,2,5,1,4,3,2,5,1,1,3,5,4,2,1]
[181107917,"Completed","219.92.231.117","2025-07-29T14:29:28",false,319,1,{"$nulls":7},"","MY","10",null,null,"5","4","5","5","4","4","4","5","4","5",null,4,5,2,1,3,1,2,3,5,4,3,1,4,2,5,5,4,3,2,1,2,1,3,4,5,3,4,2,5,1,1,3,2,5,4,1,3,2,4,5,1,3,2,4,1,5]
[181107949,"Completed","1.32.57.169","2025-07-29T14:30:40",false,394,1,{"$nulls":7},"","MY","14",null,null,"3","2","2","3","3","2","3","4","2","3",null,4,5,1,3,2,2,3,1,5,4,4,3,2,5,1,2,1,4,3,5,4,2,1,3,5,1,2,3,4,5,3,5,2,4,1,1,2,4,5,3,3,1,3,2,4,5]
[181108066,"Completed","183.171.68.37","2025-07-29T14:34:09",false,540,1,{"$nulls":7},"","MY","14",null,null,"4","4","4","4","4","4","4","4","3","4",null,5,1,4,2,3,4,5,2,3,1,5,1,2,4,3,1,2,4,5,3,4,5,3,2,1,5,4,3,2,1,4,3,5,1,2,5,4,3,2,1,1,3,4,5,2,1]
[181114108,"Completed","2001:d08:1830:271f:1:0:3dfc:edda","2025-07-29T17:55:49",false,0,1,{"$nulls":7},"","MY","10",null,null,"4","3","3","4","3","4","3","4","3","4",null,4,3,5,2,1,4,5,3,2,1,5,4,3,2,1,5,2,1,3,4,4,2,1,5,3,2,3,5,1,4,1,2,4,3,5,3,2,4,5,1,2,2,1,4,3,5]
[181252014,"Completed","175.137.115.229","2025-07-30T11:01:32",false,0,1,{"$nulls":7},"","MY","14",null,null,"5","5","5","5","4","5","5","5","5","5",null,2,4,5,3,1,4,5,3,2,1,5,1,2,3,4,5,1,4,3,2,4,3,5,1,2,3,4,2,1,5,5,3,2,4,1,2,5,4,3,1,2,2,3,5,4,1]

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[]
[]
["Q2"]
["Question 2"]
[]
["Statement","Strongly Disagree","Disagree","Neutral","Agree","Strongly Agree","Overall"]
["     I found  AI tools helpful in  improving my understanding of pharmacology topics.   ",0,0,4,27,30,61]
[null,{"v":0,"d":"0.00%"},{"v":0,"d":"0.00%"},{"v":0.06557377049180328,"d":"6.56%"},{"v":0.4426229508196721,"d":"44.26%"},{"v":0.4918032786885246,"d":"49.18%"},{"v":1,"d":"100.00%"}]
["     The AI-assisted sessions made the  learning experience more engaging than traditional tutorials.   ",0,3,12,24,22,61]
[null,{"v":0,"d":"0.00%"},{"v":0.04918032786885246,"d":"4.92%"},{"v":0.19672131147540983,"d":"19.67%"},{"v":0.39344262295081966,"d":"39.34%"},{"v":0.36065573770491804,"d":"36.07%"},{"v":1,"d":"100.00%"}]
["Using AI tools encouraged me to explore pharmacology concepts independently.",0,2,9,27,21,59]
[null,{"v":0,"d":"0.00%"},{"v":0.03389830508474576,"d":"3.39%"},{"v":0.15254237288135594,"d":"15.25%"},{"v":0.4576271186440678,"d":"45.76%"},{"v":0.3559322033898305,"d":"35.59%"},{"v":1,"d":"100.00%"}]
["I was able to clarify doubts more effectivelywith the help of AI tools.",1,1,4,28,28,62]
[null,{"v":0.016129032258064516,"d":"1.61%"},{"v":0.016129032258064516,"d":"1.61%"},{"v":0.06451612903225806,"d":"6.45%"},{"v":0.4516129032258064,"d":"45.16%"},{"v":0.4516129032258064,"d":"45.16%"},{"v":1,"d":"100.00%"}]
["     The AI-generated questions and summaries  were relevant and accurate.   ",1,3,18,25,13,60]
[null,{"v":0.016666666666666666,"d":"1.67%"},{"v":0.05,"d":"5.00%"},{"v":0.3,"d":"30.00%"},{"v":0.41666666666666674,"d":"41.67%"},{"v":0.21666666666666667,"d":"21.67%"},{"v":1,"d":"100.00%"}]
["I would recommend the use of free AI tools forlearning other subjects.",0,1,5,32,26,64]
[null,{"v":0,"d":"0.00%"},{"v":0.015625,"d":"1.56%"},{"v":0.078125,"d":"7.81%"},{"v":0.5,"d":"50.00%"},{"v":0.40625,"d":"40.63%"},{"v":1,"d":"100.00%"}]
["I felt confident using AI tools after theorientation provided.",0,1,17,27,18,63]
[null,{"v":0,"d":"0.00%"},{"v":0.015873015873015872,"d":"1.59%"},{"v":0.2698412698412698,"d":"26.98%"},{"v":0.42857142857142855,"d":"42.86%"},{"v":0.2857142857142857,"d":"28.57%"},{"v":1,"d":"100.00%"}]
["The use of AI in learning saved me time duringself-study.",2,0,3,27,32,64]
[null,{"v":0.03125,"d":"3.13%"},{"v":0,"d":"0.00%"},{"v":0.046875,"d":"4.69%"},{"v":0.421875,"d":"42.19%"},{"v":0.5,"d":"50.00%"},{"v":1,"d":"100.00%"}]
["I was motivated to study pharmacology more regularly due to the AI-based learning support.",0,3,17,27,17,64]
[null,{"v":0,"d":"0.00%"},{"v":0.046875,"d":"4.69%"},{"v":0.265625,"d":"26.56%"},{"v":0.421875,"d":"42.19%"},{"v":0.265625,"d":"26.56%"},{"v":1,"d":"100.00%"}]
["           Overall, I am satisfied with the  integration of AI tools into pharmacology tutorials.   ",1,0,8,29,25,63]
[null,{"v":0.015873015873015872,"d":"1.59%"},{"v":0,"d":"0.00%"},{"v":0.12698412698412698,"d":"12.70%"},{"v":0.4603174603174603,"d":"46.03%"},{"v":0.39682539682539686,"d":"39.68%"},{"v":1,"d":"100.00%"}]
[]
["I found  AI tools helpful in improving my understanding of pharmacology topics."]
["Strongly Disagree",0,{"v":0,"d":"0.00%"}]
["Disagree",0,{"v":0,"d":"0.00%"}]
["Neutral",4,{"v":0.06557377049180328,"d":"6.56%"}]
["Agree",27,{"v":0.4426229508196721,"d":"44.26%"}]
["Strongly Agree",30,{"v":0.4918032786885246,"d":"49.18%"}]
["Total",61]
[]
[]
[]
["Mean",4.43,{"v":0.8859999999999999,"d":"88.60%"}]
["Standard Dev.",0.62]
["Variance",0.38]
[]
[]
[]
[]
["The AI-assisted sessions made the learning experience more engaging than traditional tutorials."]
["Strongly Disagree",0,{"v":0,"d":"0.00%"}]
["Disagree",3,{"v":0.04918032786885246,"d":"4.92%"}]
["Neutral",12,{"v":0.19672131147540983,"d":"19.67%"}]
["Agree",24,{"v":0.39344262295081966,"d":"39.34%"}]
["Strongly Agree",22,{"v":0.36065573770491804,"d":"36.07%"}]
["Total",61]
[]
[]
[]
["Mean",4.07,{"v":0.8140000000000001,"d":"81.40%"}]
["Standard Dev.",0.87]
["Variance",0.76]
[]
[]
[]
[]
["Using AI tools encouraged me to explore pharmacology concepts independently."]
["Strongly Disagree",0,{"v":0,"d":"0.00%"}]
["Disagree",2,{"v":0.03389830508474576,"d":"3.39%"}]
["Neutral",9,{"v":0.15254237288135594,"d":"15.25%"}]
["Agree",27,{"v":0.4576271186440678,"d":"45.76%"}]
["Strongly Agree",21,{"v":0.3559322033898305,"d":"35.59%"}]
["Total",59]
[]
[]
[]
["Mean",4.14,{"v":0.828,"d":"82.80%"}]
["Standard Dev.",{"v":0.8,"d":"0.80"}]
["Variance",0.64]
[]
[]
[]
[]
["I was able to clarify doubts more effectivelywith the help of AI tools."]
["Strongly Disagree",1,{"v":0.016129032258064516,"d":"1.61%"}]
["Disagree",1,{"v":0.016129032258064516,"d":"1.61%"}]
["Neutral",4,{"v":0.06451612903225806,"d":"6.45%"}]
["Agree",28,{"v":0.45161290322580644,"d":"45.16%"}]
["Strongly Agree",28,{"v":0.45161290322580644,"d":"45.16%"}]
["Total",62]
[]
[]
[]
["Mean",4.31,{"v":0.8619999999999999,"d":"86.20%"}]
["Standard Dev.",{"v":0.8,"d":"0.80"}]
["Variance",0.64]
[]
[]
[]
[]
["The AI-generated questions and summaries were relevant and accurate."]
["Strongly Disagree",1,{"v":0.016666666666666666,"d":"1.67%"}]
["Disagree",3,{"v":0.05,"d":"5.00%"}]
["Neutral",18,{"v":0.3,"d":"30.00%"}]
["Agree",25,{"v":0.4166666666666667,"d":"41.67%"}]
["Strongly Agree",13,{"v":0.21666666666666667,"d":"21.67%"}]
["Total",60]
[]
[]
[]
["Mean",3.77,{"v":0.754,"d":"75.40%"}]
["Standard Dev.",0.91]
["Variance",0.83]
[]
[]
[]
[]
["I would recommend the use of free AI tools forlearning other subjects."]
["Strongly Disagree",0,{"v":0,"d":"0.00%"}]
["Disagree",1,{"v":0.015625,"d":"1.56%"}]
["Neutral",5,{"v":0.078125,"d":"7.81%"}]
["Agree",32,{"v":0.5,"d":"50.00%"}]
["Strongly Agree",26,{"v":0.40625,"d":"40.63%"}]
["Total",64]
[]
[]
[]
["Mean",{"v":4.3,"d":"4.30"},{"v":0.86,"d":"86.00%"}]
["Standard Dev.",0.68]
["Variance",0.47]
[]
[]
[]
[]
["I felt confident using AI tools after theorientation provided."]
["Strongly Disagree",0,{"v":0,"d":"0.00%"}]
["Disagree",1,{"v":0.015873015873015872,"d":"1.59%"}]
["Neutral",17,{"v":0.2698412698412698,"d":"26.98%"}]
["Agree",27,{"v":0.42857142857142855,"d":"42.86%"}]
["Strongly Agree",18,{"v":0.2857142857142857,"d":"28.57%"}]
["Total",63]
[]
[]
[]
["Mean",3.98,{"v":0.796,"d":"79.60%"}]
["Standard Dev.",0.79]
["Variance",0.63]
[]
[]
[]
[]
["The use of AI in learning saved me time duringself-study."]
["Strongly Disagree",2,{"v":0.03125,"d":"3.13%"}]
["Disagree",0,{"v":0,"d":"0.00%"}]
["Neutral",3,{"v":0.046875,"d":"4.69%"}]
["Agree",27,{"v":0.421875,"d":"42.19%"}]
["Strongly Agree",32,{"v":0.5,"d":"50.00%"}]
["Total",64]
[]
[]
[]
["Mean",4.36,{"v":0.8720000000000001,"d":"87.20%"}]
["Standard Dev.",0.84]
["Variance",0.71]
[]
[]
[]
[]
["I was motivated to study pharmacology more regularly due to the AI-based learning support."]
["Strongly Disagree",0,{"v":0,"d":"0.00%"}]
["Disagree",3,{"v":0.046875,"d":"4.69%"}]
["Neutral",17,{"v":0.265625,"d":"26.56%"}]
["Agree",27,{"v":0.421875,"d":"42.19%"}]
["Strongly Agree",17,{"v":0.265625,"d":"26.56%"}]
["Total",64]
[]
[]
[]
["Mean",3.91,{"v":0.782,"d":"78.20%"}]
["Standard Dev.",0.85]
["Variance",0.72]
[]
[]
[]
[]
["    Overall, I am satisfied with the integration of AI tools into pharmacology tutorials."]
["Strongly Disagree",1,{"v":0.015873015873015872,"d":"1.59%"}]
["Disagree",0,{"v":0,"d":"0.00%"}]
["Neutral",8,{"v":0.12698412698412698,"d":"12.70%"}]
["Agree",29,{"v":0.4603174603174603,"d":"46.03%"}]
["Strongly Agree",25,{"v":0.3968253968253968,"d":"39.68%"}]
["Total",63]
[]
[]
[]
["Mean",4.22,{"v":0.844,"d":"84.40%"}]
["Standard Dev.",0.79]
["Variance",0.63]
[]
["Average",4.15]
[]
["Q4"]
[""]
["What were your initial thoughts when introduced to the use of AI tools in pharmacology tutorials?"]
[]
[null,"Average",1,null,2,null,3,null,4,null,5]
["I was excited to try something innovative.",{"v":3.6875,"d":"3.69"},2,{"v":0.0317460335791111,"d":"3.17%"},5,{"v":0.078125,"d":"7.81%"},21,{"v":0.328125,"d":"32.81%"},19,{"v":0.296875,"d":"29.69%"},17,{"v":0.265625,"d":"26.56%"}]
["I was unsure about the reliability of AI-generated content.",{"v":3.0634920634920637,"d":"3.06"},6,{"v":0.095238097012043,"d":"9.52%"},14,{"v":0.21875,"d":"21.88%"},20,{"v":0.3125,"d":"31.25%"},16,{"v":0.25,"d":"25.00%"},7,{"v":0.109375,"d":"10.94%"}]
["I thought it would make complex topics easier to understand.",{"v":3.4375,"d":"3.44"},8,{"v":0.1269841343164444,"d":"12.70%"},12,{"v":0.1875,"d":"18.75%"},7,{"v":0.109375,"d":"10.94%"},18,{"v":0.28125,"d":"28.13%"},19,{"v":0.296875,"d":"29.69%"}]
["I worried it might replace human teachers",{"v":2.453125,"d":"2.45"},23,{"v":0.3650793731212616,"d":"36.51%"},17,{"v":0.265625,"d":"26.56%"},9,{"v":0.140625,"d":"14.06%"},2,{"v":0.03125,"d":"3.13%"},13,{"v":0.203125,"d":"20.31%"}]
["I didn’t expect it to be much different from traditional methods",{"v":2.390625,"d":"2.39"},24,{"v":0.380952388048172,"d":"38.10%"},16,{"v":0.25,"d":"25.00%"},7,{"v":0.109375,"d":"10.94%"},9,{"v":0.140625,"d":"14.06%"},8,{"v":0.125,"d":"12.50%"}]
[]
["Q4"]
[""]
["Can you describe how you used the AI toolsduring or after tutorials?"]
[]
[null,"Average",1,null,2,null,3,null,4,null,5]
["I used AI to revise and summarize lecture content.",{"v":3.46875,"d":"3.47"},7,{"v":0.1111111119389534,"d":"11.11%"},13,{"v":0.203125,"d":"20.31%"},8,{"v":0.125,"d":"12.50%"},15,{"v":0.234375,"d":"23.44%"},21,{"v":0.328125,"d":"32.81%"}]
["I asked AI to explain difficult pharmacology concepts in simpler terms.",{"v":3.640625,"d":"3.64"},7,{"v":0.1111111119389534,"d":"11.11%"},6,{"v":0.09375,"d":"9.38%"},7,{"v":0.109375,"d":"10.94%"},27,{"v":0.421875,"d":"42.19%"},17,{"v":0.265625,"d":"26.56%"}]
["I generated practice questions or quizzes using AI tools",{"v":2.703125,"d":"2.70"},11,{"v":0.1746031790971756,"d":"17.46%"},18,{"v":0.28125,"d":"28.13%"},21,{"v":0.328125,"d":"32.81%"},7,{"v":0.109375,"d":"10.94%"},7,{"v":0.109375,"d":"10.94%"}]
["I used AI to prepare for exams or assessments.",{"v":3.140625,"d":"3.14"},2,{"v":0.0317460335791111,"d":"3.17%"},20,{"v":0.3125,"d":"31.25%"},20,{"v":0.3125,"d":"31.25%"},11,{"v":0.171875,"d":"17.19%"},11,{"v":0.171875,"d":"17.19%"}]
["I didn’t use the AI tools much outside of class.",{"v":2.0634920634920637,"d":"2.06"},36,{"v":0.5714285969734192,"d":"57.14%"},7,{"v":0.109375,"d":"10.94%"},8,{"v":0.125,"d":"12.50%"},4,{"v":0.0625,"d":"6.25%"},8,{"v":0.125,"d":"12.50%"}]
[]
["Q5"]
[""]
["Which AI tool did you find most helpful, andwhy?"]
[]
[null,"Average",1,null,2,null,3,null,4,null,5]
["ChatGPT for quick explanations and concept clarification",{"v":3.661290322580645,"d":"3.66"},13,{"v":0.20967741310596466,"d":"20.97%"},2,{"v":0.032258063554763794,"d":"3.23%"},6,{"v":0.09677419066429138,"d":"9.68%"},13,{"v":0.20967741310596466,"d":"20.97%"},28,{"v":0.4590163826942444,"d":"45.90%"}]
["AI flashcard generator for spaced repetition and recall",{"v":2.7419354838709675,"d":"2.74"},15,{"v":0.24193547666072845,"d":"24.19%"},14,{"v":0.22580644488334656,"d":"22.58%"},14,{"v":0.22580644488334656,"d":"22.58%"},10,{"v":0.16129031777381897,"d":"16.13%"},9,{"v":0.14754098653793335,"d":"14.75%"}]
["AI-powered quiz maker for self-assessment",{"v":2.935483870967742,"d":"2.94"},7,{"v":0.11290322244167328,"d":"11.29%"},16,{"v":0.25806450843811035,"d":"25.81%"},18,{"v":0.29032257199287415,"d":"29.03%"},16,{"v":0.25806450843811035,"d":"25.81%"},5,{"v":0.08196721225976944,"d":"8.20%"}]
["AI summarizer for condensing long pharmacology texts",{"v":3.180327868852459,"d":"3.18"},1,{"v":0.016129031777381897,"d":"1.61%"},24,{"v":0.3870967626571655,"d":"38.71%"},9,{"v":0.14516128599643707,"d":"14.52%"},17,{"v":0.27419355511665344,"d":"27.42%"},10,{"v":0.16393442451953888,"d":"16.39%"}]
["AI slide assistant (e.g., for making study slides)",{"v":2.4516129032258065,"d":"2.45"},26,{"v":0.4193548262119293,"d":"41.94%"},6,{"v":0.09677419066429138,"d":"9.68%"},15,{"v":0.24193547666072845,"d":"24.19%"},6,{"v":0.09677419066429138,"d":"9.68%"},9,{"v":0.14754098653793335,"d":"14.75%"}]
[]
["Q6"]
[""]
["Were there any challenges or frustrations in using these tools?"]
[]
[null,"Average",1,null,2,null,3,null,4,null,5]
["The AI sometimes gave incorrect or outdated information.",{"v":3.3492063492063493,"d":"3.35"},16,{"v":0.2539682686328888,"d":"25.40%"},3,{"v":0.0476190485060215,"d":"4.76%"},11,{"v":0.1746031790971756,"d":"17.46%"},9,{"v":0.1428571492433548,"d":"14.29%"},24,{"v":0.380952388048172,"d":"38.10%"}]
["I wasn’t sure how to ask questions effectively.",{"v":2.5396825396825395,"d":"2.54"},13,{"v":0.2063492089509964,"d":"20.63%"},26,{"v":0.4126984179019928,"d":"41.27%"},6,{"v":0.095238097012043,"d":"9.52%"},13,{"v":0.2063492089509964,"d":"20.63%"},5,{"v":0.0793650820851326,"d":"7.94%"}]
["I found it difficult to connect AI-generated content with the actual curriculum",{"v":2.888888888888889,"d":"2.89"},9,{"v":0.1428571492433548,"d":"14.29%"},12,{"v":0.190476194024086,"d":"19.05%"},25,{"v":0.3968254029750824,"d":"39.68%"},11,{"v":0.1746031790971756,"d":"17.46%"},6,{"v":0.095238097012043,"d":"9.52%"}]
["I didn’t have enough time to explore the AI tools fully.",{"v":3.253968253968254,"d":"3.25"},7,{"v":0.1111111119389534,"d":"11.11%"},12,{"v":0.190476194024086,"d":"19.05%"},16,{"v":0.2539682686328888,"d":"25.40%"},14,{"v":0.2222222238779068,"d":"22.22%"},14,{"v":0.2222222238779068,"d":"22.22%"}]
["I preferred traditional study methods over AI tools.",{"v":2.9682539682539684,"d":"2.97"},18,{"v":0.2857142984867096,"d":"28.57%"},10,{"v":0.1587301641702652,"d":"15.87%"},5,{"v":0.0793650820851326,"d":"7.94%"},16,{"v":0.2539682686328888,"d":"25.40%"},14,{"v":0.2222222238779068,"d":"22.22%"}]
[]
["Q7"]
[""]
["How did the AI tools influence your motivationor interest in pharmacology?"]
[]
[null,"Average",1,null,2,null,3,null,4,null,5]
["AI tools made the subject feel more interactive and enjoyable.",{"v":3.507936507936508,"d":"3.51"},7,{"v":0.1111111119389534,"d":"11.11%"},9,{"v":0.1428571492433548,"d":"14.29%"},14,{"v":0.2222222238779068,"d":"22.22%"},11,{"v":0.1746031790971756,"d":"17.46%"},22,{"v":0.3492063581943512,"d":"34.92%"}]
["I felt more motivated to revise topics I previously found boring.",{"v":2.9682539682539684,"d":"2.97"},10,{"v":0.1587301641702652,"d":"15.87%"},14,{"v":0.2222222238779068,"d":"22.22%"},13,{"v":0.2063492089509964,"d":"20.63%"},20,{"v":0.3174603283405304,"d":"31.75%"},6,{"v":0.095238097012043,"d":"9.52%"}]
["Using AI sparked curiosity to explore topics beyond the syllabus.",{"v":3.0476190476190474,"d":"3.05"},9,{"v":0.1428571492433548,"d":"14.29%"},8,{"v":0.1269841343164444,"d":"12.70%"},24,{"v":0.380952388048172,"d":"38.10%"},15,{"v":0.2380952388048172,"d":"23.81%"},7,{"v":0.1111111119389534,"d":"11.11%"}]
["My motivation stayed about the same regardless of using AI.",{"v":2.8253968253968256,"d":"2.83"},12,{"v":0.190476194024086,"d":"19.05%"},22,{"v":0.3492063581943512,"d":"34.92%"},6,{"v":0.095238097012043,"d":"9.52%"},11,{"v":0.1746031790971756,"d":"17.46%"},12,{"v":0.190476194024086,"d":"19.05%"}]
["I relied on AI more for convenience than genuine interest.",{"v":2.6507936507936507,"d":"2.65"},25,{"v":0.3968254029750824,"d":"39.68%"},10,{"v":0.1587301641702652,"d":"15.87%"},6,{"v":0.095238097012043,"d":"9.52%"},6,{"v":0.095238097012043,"d":"9.52%"},16,{"v":0.2539682686328888,"d":"25.40%"}]
[]
["Q8"]
[""]
["I relied on AI more for convenience than genuine interest."]
[]
[null,"Average",1,null,2,null,3,null,4,null,5]
["AI tools made the subject feel more interactive and enjoyable.",{"v":3.1639344262295084,"d":"3.16"},10,{"v":0.16393442451953888,"d":"16.39%"},10,{"v":0.16393442451953888,"d":"16.39%"},15,{"v":0.24590164422988892,"d":"24.59%"},12,{"v":0.19672131538391113,"d":"19.67%"},14,{"v":0.2295081913471222,"d":"22.95%"}]
["I felt more motivated to revise topics I previously found boring.",{"v":2.9344262295081966,"d":"2.93"},9,{"v":0.14754098653793335,"d":"14.75%"},14,{"v":0.2295081913471222,"d":"22.95%"},17,{"v":0.2786885201931,"d":"27.87%"},14,{"v":0.2295081913471222,"d":"22.95%"},7,{"v":0.1147540956735611,"d":"11.48%"}]
["Using AI sparked curiosity to explore topics beyond the syllabus.",{"v":3.0655737704918034,"d":"3.07"},9,{"v":0.14754098653793335,"d":"14.75%"},10,{"v":0.16393442451953888,"d":"16.39%"},20,{"v":0.32786884903907776,"d":"32.79%"},12,{"v":0.19672131538391113,"d":"19.67%"},10,{"v":0.16393442451953888,"d":"16.39%"}]
["My motivation stayed about the same regardless of using AI.",{"v":2.8852459016393444,"d":"2.89"},11,{"v":0.1803278625011444,"d":"18.03%"},18,{"v":0.2950819730758667,"d":"29.51%"},7,{"v":0.1147540956735611,"d":"11.48%"},17,{"v":0.2786885201931,"d":"27.87%"},8,{"v":0.13114753365516663,"d":"13.11%"}]
["I relied on AI more for convenience than genuine interest.",{"v":2.9508196721311477,"d":"2.95"},22,{"v":0.3606557250022888,"d":"36.07%"},9,{"v":0.14754098653793335,"d":"14.75%"},2,{"v":0.032786883413791656,"d":"3.28%"},6,{"v":0.09836065769195557,"d":"9.84%"},22,{"v":0.3606557250022888,"d":"36.07%"}]
[]
["Q9"]
[""]
["In what ways did AI-based learning differ fromtraditional tutorials?","In what ways did AI-based learning differ fromtraditional tutorials?","In what ways did AI-based learning differ fromtraditional tutorials?","In what ways did AI-based learning differ fromtraditional tutorials?","In what ways did AI-based learning differ fromtraditional tutorials?","In what ways did AI-based learning differ fromtraditional tutorials?","In what ways did AI-based learning differ fromtraditional tutorials?","In what ways did AI-based learning differ fromtraditional tutorials?","In what ways did AI-based learning differ fromtraditional tutorials?","In what ways did AI-based learning differ fromtraditional tutorials?","In what ways did AI-based learning differ fromtraditional tutorials?","In what ways did AI-based learning differ fromtraditional tutorials?"]
[]
[null,"Average",1,null,2,null,3,null,4,null,5]
["AI allowed me to learn at my own pace and revisit content anytime",{"v":3.081967213114754,"d":"3.08"},12,{"v":0.20000000298023224,"d":"20.00%"},11,{"v":0.1803278625011444,"d":"18.03%"},14,{"v":0.2295081913471222,"d":"22.95%"},8,{"v":0.13114753365516663,"d":"13.11%"},16,{"v":0.26229506731033325,"d":"26.23%"}]
["I received instant answers without waiting for a tutor.",{"v":3.1475409836065573,"d":"3.15"},6,{"v":0.10000000149011612,"d":"10.00%"},15,{"v":0.24590164422988892,"d":"24.59%"},14,{"v":0.2295081913471222,"d":"22.95%"},16,{"v":0.26229506731033325,"d":"26.23%"},10,{"v":0.16393442451953888,"d":"16.39%"}]
["The interaction felt less personal or human compared to live teaching",{"v":2.8524590163934427,"d":"2.85"},11,{"v":0.18333333730697632,"d":"18.33%"},15,{"v":0.24590164422988892,"d":"24.59%"},17,{"v":0.2786885201931,"d":"27.87%"},8,{"v":0.13114753365516663,"d":"13.11%"},10,{"v":0.16393442451953888,"d":"16.39%"}]
["AI helped me ask questions I might hesitate to ask in class",{"v":3.2131147540983607,"d":"3.21"},8,{"v":0.13333334028720856,"d":"13.33%"},10,{"v":0.16393442451953888,"d":"16.39%"},13,{"v":0.21311475336551666,"d":"21.31%"},21,{"v":0.3442623019218445,"d":"34.43%"},9,{"v":0.14754098653793335,"d":"14.75%"}]
["AI-based learning felt more superficial than traditional tutorials",{"v":2.7333333333333334,"d":"2.73"},23,{"v":0.38333332538604736,"d":"38.33%"},10,{"v":0.16393442451953888,"d":"16.39%"},3,{"v":0.04918032884597778,"d":"4.92%"},8,{"v":0.13114753365516663,"d":"13.11%"},16,{"v":0.26229506731033325,"d":"26.23%"}]
[]
["Q10"]
[""]
["Do you think these tools are useful in oureducational settings? Why or why not?"]
[]
[null,"Average",1,null,2,null,3,null,4,null,5]
["AI tools help simplify complex topics, making learning easier",{"v":3.403225806451613,"d":"3.40"},11,{"v":0.1803278625011444,"d":"18.03%"},7,{"v":0.11290322244167328,"d":"11.29%"},14,{"v":0.22580644488334656,"d":"22.58%"},6,{"v":0.09677419066429138,"d":"9.68%"},24,{"v":0.3870967626571655,"d":"38.71%"}]
["They promote self-directed and flexible learning",{"v":3.1774193548387095,"d":"3.18"},5,{"v":0.08196721225976944,"d":"8.20%"},11,{"v":0.17741934955120087,"d":"17.74%"},18,{"v":0.29032257199287415,"d":"29.03%"},24,{"v":0.3870967626571655,"d":"38.71%"},4,{"v":0.06451612710952759,"d":"6.45%"}]
["They are useful only as supplementary tools, not replacements for teachers.",{"v":3.064516129032258,"d":"3.06"},9,{"v":0.14754098653793335,"d":"14.75%"},10,{"v":0.16129031777381897,"d":"16.13%"},21,{"v":0.33870968222618103,"d":"33.87%"},12,{"v":0.19354838132858276,"d":"19.35%"},10,{"v":0.16129031777381897,"d":"16.13%"}]
["The accuracy and trustworthiness of AI content still concern me.",{"v":2.9193548387096775,"d":"2.92"},8,{"v":0.13114753365516663,"d":"13.11%"},22,{"v":0.35483869910240173,"d":"35.48%"},8,{"v":0.12903225421905518,"d":"12.90%"},15,{"v":0.24193547666072845,"d":"24.19%"},9,{"v":0.14516128599643707,"d":"14.52%"}]
["AI tools are overhyped and don’t significantly improve understanding.",{"v":2.459016393442623,"d":"2.46"},28,{"v":0.4590163826942444,"d":"45.90%"},12,{"v":0.19354838132858276,"d":"19.35%"},1,{"v":0.016129031777381897,"d":"1.61%"},5,{"v":0.08064515888690948,"d":"8.06%"},15,{"v":0.24193547666072845,"d":"24.19%"}]
[]
["Q11"]
[""]
["Would you continue using these AI tools in yourfuture studies?"]
["Yes – they save time and make studying more efficient.",40,{"v":0.6349206349206349,"d":"63.49%"}]
["Yes – especially for revising and generating practice questions.",17,{"v":0.2698412698412698,"d":"26.98%"}]
["Maybe – but only if content quality and accuracy improve.",6,{"v":0.09523809523809523,"d":"9.52%"}]
["No – I prefer traditional textbooks and lectures",0,{"v":0,"d":"0.00%"}]
["No – I found them distracting or overwhelming",0,{"v":0,"d":"0.00%"}]
["Total",63]
[]
[]
[]
["Mean",1.46,{"v":0.292,"d":"29.20%"}]
["Standard Dev.",0.67]
["Variance",0.45]
[]
["Q12"]
[""]
["What suggestions do you have to improve the integration of AI into the curriculum?"]
[]
[null,"Average",1,null,2,null,3,null,4,null,5]
["Provide formal training on how to use AI tools effectively",{"v":2.4918032786885247,"d":"2.49"},19,{"v":0.3166666626930237,"d":"31.67%"},12,{"v":0.20338982343673706,"d":"20.34%"},19,{"v":0.32758620381355286,"d":"32.76%"},3,{"v":0.05000000074505806,"d":"5.00%"},8,{"v":0.13114753365516663,"d":"13.11%"}]
["Align AI-generated content closely with lecture objectives and exam formats",{"v":3.033333333333333,"d":"3.03"},4,{"v":0.06666667014360428,"d":"6.67%"},20,{"v":0.33898305892944336,"d":"33.90%"},14,{"v":0.24137930572032928,"d":"24.14%"},14,{"v":0.23333333432674408,"d":"23.33%"},8,{"v":0.13114753365516663,"d":"13.11%"}]
["Allow students to choose AI tools that suit their learning styles",{"v":3.216666666666667,"d":"3.22"},12,{"v":0.20000000298023224,"d":"20.00%"},5,{"v":0.08474576473236084,"d":"8.47%"},12,{"v":0.2068965584039688,"d":"20.69%"},20,{"v":0.3333333432674408,"d":"33.33%"},11,{"v":0.1803278625011444,"d":"18.03%"}]
["Involve lecturers in curating or validating AI-generated content",{"v":3.016949152542373,"d":"3.02"},10,{"v":0.1666666716337204,"d":"16.67%"},14,{"v":0.23728813230991364,"d":"23.73%"},9,{"v":0.1551724076271057,"d":"15.52%"},17,{"v":0.28333333134651184,"d":"28.33%"},9,{"v":0.14754098653793335,"d":"14.75%"}]
["Use AI tools only as optional supplementary resources",{"v":3.310344827586207,"d":"3.31"},15,{"v":0.25,"d":"25.00%"},8,{"v":0.1355932205915451,"d":"13.56%"},4,{"v":0.06896551698446274,"d":"6.90%"},6,{"v":0.10000000149011612,"d":"10.00%"},25,{"v":0.4098360538482666,"d":"40.98%"}]

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