{"id":"W2046487604","doi":"10.1503/cjs.050809","title":"Quality of life and educational benefit among orthopedic surgery residents: a prospective, multicentre comparison of the night float and the standard call systems","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Prospective cohort study; Quality of life (healthcare); Orthopedic surgery; Physical therapy; Family medicine; Emergency medicine; Gerontology; Surgery; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004736948,0.0001544507,0.001006563,0.0002510131,0.0006867303,0.00001383321,0.0001723418,0.0001778496,0.0001538913],"category_scores_gemma":[0.003280675,0.00008641861,0.000178884,0.0002278887,0.000553827,0.0001745909,0.00004799576,0.000705372,6.985661e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001659877,"about_ca_system_score_gemma":0.0080185,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08619103,"about_ca_topic_score_gemma":0.102104,"domain_scores_codex":[0.9953547,0.00160219,0.001984413,0.0001561878,0.0004965559,0.0004059337],"domain_scores_gemma":[0.990468,0.005286827,0.002092851,0.0002561544,0.001174746,0.0007214774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003382934,0.0000280466,0.9857341,0.0007674733,0.00008421712,0.000004911865,0.006364778,0.000001566967,0.000001607241,0.0009994265,0.0051999,0.0004756964],"study_design_scores_gemma":[0.0005531905,0.00001186977,0.9873254,0.004044007,0.00003046576,0.000007065816,0.007256093,0.00001263574,0.000004930878,0.0003522915,0.0003141224,0.00008797413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779953,0.01609458,0.000005932702,0.00296707,0.00201985,0.0005288653,0.0001559019,0.000002438041,0.0002300625],"genre_scores_gemma":[0.9986905,0.0005456721,0.00001859804,0.0001876202,0.0002154387,0.0000198278,0.000003034471,0.00001613659,0.0003031554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02069522,"threshold_uncertainty_score":0.9976051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1161843306079211,"score_gpt":0.3832447694518847,"score_spread":0.2670604388439636,"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."}}