{"id":"W4411522875","doi":"10.1002/jhm.70110","title":"Leadership &amp; professional development: Faculty awards: Intentional pursuit, collective recognition","year":2025,"lang":"en","type":"article","venue":"Journal of Hospital Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine","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":[0.001322013,0.0001751869,0.0004457506,0.0007676163,0.000166332,0.00001222496,0.0001697735,0.0001616881,0.0007492917],"category_scores_gemma":[0.006129023,0.0001241621,0.00009758159,0.001101668,0.0002823116,0.0001879209,0.00003602816,0.0008227851,0.00004432573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007325673,"about_ca_system_score_gemma":0.001887563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003337716,"about_ca_topic_score_gemma":0.000001882364,"domain_scores_codex":[0.9974132,0.00005807425,0.001031041,0.0001838667,0.001070041,0.000243811],"domain_scores_gemma":[0.9965495,0.0001161336,0.0005225391,0.0001288946,0.002565492,0.0001174292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0007481691,0.001922095,0.01423986,0.0004245083,0.0006535008,0.00005878046,0.006277531,9.738142e-7,0.001116988,0.0004827094,0.8166664,0.1574085],"study_design_scores_gemma":[0.01487521,0.003976352,0.5992993,0.01712271,0.0008500791,0.0008265222,0.0276512,0.00004874159,0.002788492,0.01049419,0.3215344,0.0005328945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8622162,0.0006968742,0.005235699,0.1129734,0.01221878,0.0006142818,0.000005348015,0.00003647048,0.006003],"genre_scores_gemma":[0.9096633,0.00005054662,0.02628948,0.008466622,0.002697964,0.00007034558,0.000553699,0.00003608125,0.05217199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5850594,"threshold_uncertainty_score":0.8204219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08440430498542757,"score_gpt":0.3842865569284776,"score_spread":0.29988225194305,"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."}}