{"id":"W4409202047","doi":"10.2196/64767","title":"Evolution of Learning Styles in Surgery Comparing Residents and Teachers: Cross-Sectional Study","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Learning Styles and Cognitive Differences","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Cross-sectional study; Psychology; Medical education; Medicine; Computer science","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":[0.001702,0.0002373468,0.0005043713,0.001483877,0.0005100629,0.000617509,0.0002705862,0.0004534467,0.001816638],"category_scores_gemma":[0.004081294,0.000399356,0.0004785412,0.001071247,0.0003698705,0.0007563463,0.000572483,0.0005776773,0.0002717838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003170001,"about_ca_system_score_gemma":0.0004236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001807059,"about_ca_topic_score_gemma":0.00295728,"domain_scores_codex":[0.9990057,0.0002108181,0.000136867,0.0001948146,0.0002907783,0.0001609803],"domain_scores_gemma":[0.9958708,0.0009810141,0.001572628,0.0001827832,0.0004762056,0.0009166348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002373346,0.0001003632,0.9986503,0.00000964744,0.00001480059,0.00003305854,0.0003408226,0.000006267139,0.00005684994,0.000004790444,0.0000205559,0.0007388404],"study_design_scores_gemma":[0.000004238167,0.0003327591,0.9978576,0.000008624531,0.00001073602,0.0002422527,0.001352255,0.00004935646,0.00003387177,0.00001029723,0.00009377221,0.000004123468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996144,0.00007005297,0.0000439061,0.000009932213,0.000002328741,0.000015318,0.00005602313,0.000001134892,0.0001868006],"genre_scores_gemma":[0.9996126,0.00007001084,0.00008384571,0.00001899334,0.000005165513,0.00001942192,0.00009037371,0.000001250069,0.00009846575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001816638,"threshold_uncertainty_score":0.009001136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819980095437874,"score_gpt":0.4109616650430006,"score_spread":0.3827618640886219,"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."}}