{"id":"W4387231830","doi":"10.37964/cr24770","title":"Physician leadership during the pandemic: reflections from hospitalist leaders in British Columbia, Canada: a mixed-methods evaluation study","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Physician Leadership","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staffing; Pandemic; Health care; Nursing; Coronavirus disease 2019 (COVID-19); Medicine; Face (sociological concept); Public relations; Political science; Family medicine; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0365833,0.000596735,0.001070545,0.001035553,0.01072268,0.004056503,0.001813643,0.001638711,0.001995984],"category_scores_gemma":[0.0406674,0.0008465024,0.0006785619,0.002322832,0.0024322,0.001261601,0.002473222,0.002541042,0.0002585815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06736133,"about_ca_system_score_gemma":0.1450522,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8927223,"about_ca_topic_score_gemma":0.9676187,"domain_scores_codex":[0.9717636,0.01657077,0.001663724,0.0008478287,0.005015485,0.004138656],"domain_scores_gemma":[0.9369182,0.01647564,0.00427313,0.001264047,0.03454168,0.00652727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.004464052,0.009407564,0.31036,0.003694631,0.0005898849,0.001533726,0.5160794,0.0006453135,0.002327523,0.0009320508,0.01810033,0.1318655],"study_design_scores_gemma":[0.001439287,0.006534083,0.3293473,0.003307801,0.0004864925,0.000162527,0.6381024,0.001049238,0.001413764,0.000304385,0.01758585,0.0002669722],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889883,0.0009569344,0.0003385323,0.002417756,0.00005587117,0.003382439,0.0005415682,0.00001002568,0.003308522],"genre_scores_gemma":[0.9856035,0.001191592,0.001841003,0.003710954,0.00004972826,0.004825958,0.0004218262,0.0000183195,0.002337187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1072777,"threshold_uncertainty_score":0.4887429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3339483736162537,"score_gpt":0.4587799614201105,"score_spread":0.1248315878038568,"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."}}