{"id":"W3024191225","doi":"10.7759/cureus.8099","title":"Changing Paradigms of Bedside Clinical Teaching","year":2020,"lang":"en","type":"review","venue":"Cureus","topic":"Innovations in Medical Education","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; York University","funders":"","keywords":"Conceptualization; Multidisciplinary approach; Hierarchy; Psychology; Engineering ethics; Sociology; Computer science; Engineering; Political science; Artificial intelligence; Social science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001223018,0.0002198924,0.001714932,0.000187938,0.00005299254,0.000007108148,0.0002117835,0.0003858153,0.0001490832],"category_scores_gemma":[0.00462888,0.0001743591,0.0004217695,0.0005089578,0.00009993285,0.00003591935,0.00008061056,0.001358543,0.0001061381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001470975,"about_ca_system_score_gemma":0.0006340684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003744582,"about_ca_topic_score_gemma":2.000077e-7,"domain_scores_codex":[0.9977741,0.0001512103,0.001231251,0.0003165358,0.0003058882,0.0002210228],"domain_scores_gemma":[0.9985883,0.0002084293,0.0005395552,0.0004870073,0.00007915762,0.00009750642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002082639,0.0001072135,0.0000165669,0.007677662,0.000169449,0.00001406181,0.0001778725,1.152346e-8,6.930055e-8,0.002499905,0.008420548,0.9809145],"study_design_scores_gemma":[0.0001449899,0.0001029018,0.000007164645,0.0128575,0.001048994,0.00007499235,0.00009433775,0.00001968675,3.481376e-7,0.00004033482,0.9854841,0.0001246118],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001380665,0.9903454,0.0005005279,0.0004628371,0.001506125,0.0005869496,0.000005786967,0.00005758791,0.006520971],"genre_scores_gemma":[0.00003404236,0.9905695,0.005617386,0.000526717,0.002524643,0.00004727182,0.0002452245,0.00005210196,0.0003831665],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.98079,"threshold_uncertainty_score":0.7110156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1427864260388333,"score_gpt":0.50889424688791,"score_spread":0.3661078208490767,"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."}}