{"id":"W4410069250","doi":"10.1111/eje.13113","title":"First‐Year Learners' Preferred Delivery of Preclinical Operative Demonstrations: A Pilot Study Comparing Two Styles of Demonstration Videos With Live Demos","year":2025,"lang":"en","type":"article","venue":"European Journal Of Dental Education","topic":"Dental Research and COVID-19","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Likert scale; Psychomotor learning; Multimedia; Medical education; Perception; Preference; Psychology; Learning styles; Quality (philosophy); Medicine; Mathematics education; Computer science; Cognition","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004481395,0.0003634511,0.0004111524,0.0004741263,0.0005212786,0.001342226,0.0005768162,0.000558748,0.00315046],"category_scores_gemma":[0.01263685,0.0002598258,0.000441294,0.0002276924,0.0003072046,0.0007338648,0.0009434265,0.0007204603,0.0005328691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004328848,"about_ca_system_score_gemma":0.0009844975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001324894,"about_ca_topic_score_gemma":0.00200722,"domain_scores_codex":[0.9985058,0.0005828642,0.000136384,0.0001463182,0.0004226018,0.0002060298],"domain_scores_gemma":[0.9918223,0.003227363,0.001508913,0.000214995,0.001757395,0.001468971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003544027,0.01559768,0.7591642,0.001140945,0.0001248788,0.001070597,0.04488987,0.0006377302,0.02381246,0.0001841265,0.001222372,0.1486111],"study_design_scores_gemma":[0.0007861065,0.07421081,0.7310537,0.0005884977,0.0003416683,0.002316815,0.149749,0.002655199,0.02845676,0.0001782394,0.009399194,0.0002640439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995384,0.00003043786,0.0001202947,0.00001593655,0.000003394457,0.00005111806,0.00002423117,0.000003702207,0.000212623],"genre_scores_gemma":[0.9971112,0.0001511905,0.001619614,0.00007348415,0.000006407302,0.0001658415,0.00005205944,0.000004932592,0.0008151978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004481395,"threshold_uncertainty_score":0.02370012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06298481416610444,"score_gpt":0.3857836837236095,"score_spread":0.322798869557505,"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."}}