{"id":"W3161725694","doi":"10.1007/s12630-021-02014-1","title":"Aiming for safer patient care: development of a needs-based anesthesia return-to-work program after a non-remedial leave of absence","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary; Petro-Canada","funders":"Cumming School of Medicine, University of Calgary","keywords":"Retraining; Medicine; Interquartile range; SAFER; American society of anesthesiologists; Duration (music); Remedial education; Nursing; Family medicine; Physical therapy; Psychology; Anesthesia; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006633197,0.0004270879,0.00117134,0.001141929,0.0002738817,0.0000813888,0.0003733694,0.0002492355,0.0001482127],"category_scores_gemma":[0.0004385646,0.0003597012,0.0005950036,0.001085646,0.0001809945,0.0001558445,0.00001289339,0.0005736362,0.000003093722],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000881536,"about_ca_system_score_gemma":0.01877859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005619245,"about_ca_topic_score_gemma":0.004738972,"domain_scores_codex":[0.9961995,0.00008060747,0.001692786,0.0002806944,0.0007829468,0.0009634597],"domain_scores_gemma":[0.9924763,0.0001226667,0.0008696162,0.0003601108,0.002682372,0.003488861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.003286086,0.000618303,0.1698902,0.001079841,0.0005030078,0.6448717,0.04075404,0.0003915736,0.0008512625,0.00004382581,0.002461747,0.1352485],"study_design_scores_gemma":[0.004654537,0.01182729,0.1364132,0.006213573,0.0006573398,0.7479584,0.01218504,0.00005400544,0.01763102,0.00004483116,0.06126615,0.001094545],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934263,0.001090278,0.000127809,0.004364119,0.0002238607,0.0006898644,0.000005416864,0.000007129677,0.00006526169],"genre_scores_gemma":[0.9726282,0.000009910122,0.02641769,0.0003765815,0.0003109357,0.000030874,0.00001263417,0.00007484799,0.0001383514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1341539,"threshold_uncertainty_score":0.9998855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171373689914886,"score_gpt":0.2408460507870728,"score_spread":0.229132313887924,"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."}}