{"id":"W4410471877","doi":"10.2196/71111","title":"The Effectiveness of a Question-Embedded Movie Clips Learning Program in Nursing Students: A Quasi-Experimental Pretest-Posttest Study","year":2025,"lang":"en","type":"article","venue":"JMIR Nursing","topic":"Film in Education and Therapy","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CLIPS; Preprint; Psychology; Mathematics education; Medical education; Computer science; Medicine; Artificial intelligence; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002364118,0.0001994951,0.000343084,0.0002147656,0.0009914993,0.00004663409,0.0003167423,0.0001345724,0.00002157401],"category_scores_gemma":[0.0003698489,0.0001635619,0.0000655054,0.0007188008,0.0001879772,0.0001265896,0.00003814171,0.0008104228,0.00001326287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008277563,"about_ca_system_score_gemma":0.0003144271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008089617,"about_ca_topic_score_gemma":0.00002585483,"domain_scores_codex":[0.9939849,0.00422954,0.0006318707,0.0003451694,0.0003313663,0.0004771476],"domain_scores_gemma":[0.9972029,0.001980291,0.0002432154,0.0003471804,0.00016335,0.0000630013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001540968,0.02823419,0.8235431,0.0002380762,0.00007392456,0.000002369695,0.08934318,0.00005236019,0.001785577,0.00806016,0.0002033363,0.0469228],"study_design_scores_gemma":[0.003754136,0.001861229,0.8236626,0.01187432,0.00003068471,8.820514e-7,0.1552025,0.000567574,0.0005487921,0.001784796,0.0005017114,0.0002107957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810028,0.0005983307,0.00005899459,0.0003941805,0.001760924,0.006344862,9.055423e-7,0.0001636125,0.009675369],"genre_scores_gemma":[0.9967475,0.000009584077,0.0001672259,0.00005429324,0.00007422465,0.00241589,0.000008714266,0.00003025085,0.0004923131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06585935,"threshold_uncertainty_score":0.7625911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02161365339890762,"score_gpt":0.5383532577574925,"score_spread":0.5167396043585849,"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."}}