{"id":"W2331966507","doi":"10.1097/acm.0000000000000735","title":"Attending Physician Variability","year":2015,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Competence (human resources); Observational study; Psychology; Empowerment; Nursing; Context (archaeology); Medical education; Proactivity; Medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002623604,0.0001447246,0.0003388594,0.0001756856,0.00005394813,0.000002017305,0.0001544985,0.0002189849,0.0002540156],"category_scores_gemma":[0.007328567,0.0001091699,0.00002550626,0.0008015815,0.0003201065,0.0001050948,0.00004071224,0.0009593208,0.0001932134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000293865,"about_ca_system_score_gemma":0.0002370168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002485583,"about_ca_topic_score_gemma":1.327158e-7,"domain_scores_codex":[0.9981399,0.00006956195,0.0005023484,0.0002968538,0.0007008323,0.000290544],"domain_scores_gemma":[0.9987738,0.0001019408,0.0001290408,0.0004123438,0.0003349545,0.0002479746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001051975,0.00006452679,0.04659082,0.000156319,0.00006507066,0.00001722045,0.007498911,0.000002728514,0.005307874,0.03213988,0.8340583,0.07399319],"study_design_scores_gemma":[0.009700801,0.001174339,0.04370075,0.001762356,0.0006485346,0.0004359181,0.01849174,0.004282552,0.002058889,0.06225967,0.8548026,0.0006818491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7685078,0.0003759198,0.01270578,0.09514149,0.003232656,0.0006869922,0.00000125067,0.0003014932,0.1190466],"genre_scores_gemma":[0.9711623,0.00003057909,0.001183671,0.02140212,0.003761453,0.00003109838,0.00007593976,0.00002283552,0.002330001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2026545,"threshold_uncertainty_score":0.8773509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06882554121078197,"score_gpt":0.401927286649714,"score_spread":0.333101745438932,"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."}}