{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007912201,0.00007696535,0.000360561,0.0002178425,0.00008166108,0.000008373186,0.00006738269,0.00002921196,0.001222525],"category_scores_gemma":[0.0002230143,0.00007257733,0.00005199536,0.0004433476,0.00003898112,0.00004946862,0.0002726189,0.0002140649,0.000008380281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007322404,"about_ca_system_score_gemma":0.00008389529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003758363,"about_ca_topic_score_gemma":0.0001343933,"domain_scores_codex":[0.9986852,0.0001504643,0.0003757473,0.0002754024,0.000350479,0.000162654],"domain_scores_gemma":[0.9987282,0.0007702286,0.00005880424,0.0002807524,0.00003431838,0.0001277351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005915476,0.0001315412,0.9842947,0.00001567318,0.0000246891,0.0001430808,0.001980462,0.0007216728,0.00002253698,0.00006662509,0.003045871,0.008961666],"study_design_scores_gemma":[0.0009812897,0.00004793787,0.9757149,0.00008963008,0.00001955429,0.00002411024,0.006358307,0.0007582591,0.00001864651,0.00004056931,0.01585824,0.00008861743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965977,0.0002623711,0.00001785812,0.001103997,0.00009606714,0.0001848204,0.00006370852,0.00002340449,0.001650045],"genre_scores_gemma":[0.9992443,0.00003115655,0.00005704795,0.0001211821,0.00004044091,0.00001760632,0.0002098457,0.000008244804,0.000270204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01281237,"threshold_uncertainty_score":0.9996905,"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."}}