{"id":"W3005868025","doi":"10.1001/jamasurg.2019.6027","title":"Improving Gender Equality in the Surgical Workplace—Reply","year":2020,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Gender equality; Public relations; Gender studies","routes":{"ca_aff":true,"ca_fund":false,"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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006867927,0.0002068858,0.0004901625,0.0001268191,0.0003717392,0.0003736835,0.0009535638,0.0006357728,0.0007022954],"category_scores_gemma":[0.001551708,0.0001604965,0.0003172733,0.0006235179,0.000436732,0.0001986658,0.0001594147,0.002639307,0.0001358081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001500419,"about_ca_system_score_gemma":0.0005265745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004610525,"about_ca_topic_score_gemma":0.0001413644,"domain_scores_codex":[0.9944621,0.002015353,0.0003663722,0.0004401038,0.002075488,0.0006406285],"domain_scores_gemma":[0.9946257,0.004671411,0.0001918058,0.0003371971,0.00007632012,0.00009758753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000171838,0.00001325471,0.005910295,0.0000866171,0.00001824321,0.004021236,0.007826204,1.88269e-7,1.190538e-7,0.0001744013,0.977241,0.004691268],"study_design_scores_gemma":[0.000119266,0.000004477046,0.0004972069,0.00005568402,0.0000309793,0.000004937241,0.009185389,0.00000209589,3.362101e-7,0.0003259326,0.989567,0.0002066577],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001828453,0.0003840741,0.00001365747,0.9388716,0.001776979,0.000216765,0.00002513295,0.00008048011,0.05680289],"genre_scores_gemma":[0.01991007,0.0001721145,0.00001093398,0.9635585,0.01373909,0.00001536552,0.0001302639,0.00001667451,0.002447025],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05435587,"threshold_uncertainty_score":0.9996616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08988228061889049,"score_gpt":0.2991050503180854,"score_spread":0.2092227696991949,"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."}}