{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001088607,0.0001735555,0.0003718106,0.0003244023,0.0001529221,0.0001089597,0.0004239637,0.00002092907,0.00008642326],"category_scores_gemma":[0.000773599,0.0001501975,0.0001070217,0.0003864716,0.0001984027,0.0005537051,0.0001068446,0.0003901529,0.000037433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001501954,"about_ca_system_score_gemma":0.001096517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001909309,"about_ca_topic_score_gemma":0.001368286,"domain_scores_codex":[0.9968734,0.0009934184,0.001104052,0.0002363329,0.0006198009,0.000173001],"domain_scores_gemma":[0.9978734,0.0003975843,0.0007550985,0.000243737,0.0005683117,0.0001618703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004143182,0.007258767,0.9715717,0.0001673185,0.0006274912,0.00006109755,0.002294847,0.00147512,0.005046373,0.001002245,0.0009201652,0.005431661],"study_design_scores_gemma":[0.007172829,0.009077217,0.8813441,0.00137973,0.000392484,0.0001960688,0.09554785,0.0005235472,0.003824095,0.0002386502,0.00004331595,0.0002600731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915271,0.0003216712,0.002876272,0.00005589093,0.0002910667,0.0006088612,0.000008373174,0.00001197946,0.004298785],"genre_scores_gemma":[0.9976764,0.00004174526,0.001757595,0.00003476761,0.00008445384,0.000008993497,0.00001226803,0.00001936894,0.0003644554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09325301,"threshold_uncertainty_score":0.6124876,"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."}}