{"id":"W4406928375","doi":"10.2196/59326","title":"Student Acceptance of Digital Entrustable Professional Activities: Protocol for a Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Protocol (science); Cohort; Cohort study; Psychology; Medicine; Medical education; Computer science; Alternative medicine; World Wide Web; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05886641,0.003066008,0.003783555,0.003487721,0.003654012,0.002351751,0.001863636,0.004093186,0.05678781],"category_scores_gemma":[0.05702545,0.001844652,0.004120161,0.003067831,0.00191191,0.002570139,0.00215978,0.004867339,0.01167955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004728632,"about_ca_system_score_gemma":0.01870064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003890217,"about_ca_topic_score_gemma":0.004891172,"domain_scores_codex":[0.9761321,0.01241233,0.005415523,0.001759295,0.002460896,0.001819833],"domain_scores_gemma":[0.9464024,0.01805254,0.007220883,0.008519018,0.01745632,0.002348883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.2028353,0.04897768,0.02402751,0.05770512,0.001628777,0.002606565,0.01493911,0.01058615,0.01097335,0.02171071,0.1957963,0.4082134],"study_design_scores_gemma":[0.1954498,0.08343706,0.1034038,0.03163343,0.001099086,0.0007306251,0.01465978,0.01292172,0.01183981,0.01880142,0.5248426,0.001180876],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00213984,0.0000722796,0.002006846,0.0001270331,0.0001607133,0.9932868,0.00147232,0.00005780323,0.0006764118],"genre_scores_gemma":[0.001232077,0.0000428844,0.001641601,0.00006070153,0.00001104567,0.9966788,0.0001494016,0.000003396292,0.0001801292],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05886641,"threshold_uncertainty_score":0.3113191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2810693568431784,"score_gpt":0.6709396609047512,"score_spread":0.3898703040615728,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}