{"id":"W4286266662","doi":"10.1016/j.surg.2022.04.044","title":"Faculty and resident perceptions of surgical resident workload in comparison to objective data","year":2022,"lang":"en","type":"article","venue":"Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Western University","keywords":"Workload; Medicine; Task (project management); Perception; Medical education; Nursing; Psychology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003570058,0.0001516365,0.0002146338,0.001086446,0.0004917779,0.001083097,0.0002772683,0.000205732,0.003003589],"category_scores_gemma":[0.02559599,0.0001366926,0.000288497,0.0005434759,0.0004682285,0.0006495119,0.001126193,0.0004325383,0.0002758958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009595384,"about_ca_system_score_gemma":0.001002961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003614232,"about_ca_topic_score_gemma":0.007002771,"domain_scores_codex":[0.9975937,0.0007869643,0.0002696034,0.0001280737,0.000904806,0.0003168345],"domain_scores_gemma":[0.9817553,0.006727919,0.00492462,0.0003812643,0.002829788,0.003381133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005606737,0.0004925508,0.9671139,0.00006972126,0.00005059015,0.0001194773,0.01075761,0.0002834274,0.00154891,0.0001833543,0.0006244295,0.01819532],"study_design_scores_gemma":[0.000013844,0.0007831067,0.9718959,0.00003495406,0.00001602534,0.0001283938,0.02516156,0.0004439919,0.0005360169,0.00009430263,0.0008740149,0.0000179959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979244,0.0000376526,0.0001127791,0.00007825354,0.00001327135,0.00000845376,0.00006639765,0.00000313586,0.001755476],"genre_scores_gemma":[0.99914,0.00005024594,0.0001224468,0.00003922843,0.00001065036,0.00001043857,0.00008155527,0.000003477288,0.0005419099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003614232,"threshold_uncertainty_score":0.01888055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1283223730132304,"score_gpt":0.3954311504236199,"score_spread":0.2671087774103895,"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."}}