{"id":"W3162334370","doi":"10.1097/as9.0000000000000069","title":"Work-Related Factors and Pregnancy Outcomes in Female Surgeons","year":2021,"lang":"en","type":"article","venue":"Annals of Surgery Open","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Queen's University","funders":"","keywords":"Medicine; Pregnancy; Miscarriage; Obstetrics; Odds ratio; Confidence interval; Workload","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.001318066,0.00006906253,0.0003485281,0.00008079453,0.0001233236,0.0000730783,0.0002506324,0.00007488672,0.0006650809],"category_scores_gemma":[0.0008031322,0.00006280185,0.00007424044,0.0004956693,0.0001926209,0.0003248027,0.0002116693,0.00008092298,0.000006450046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006452784,"about_ca_system_score_gemma":0.000180515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004978952,"about_ca_topic_score_gemma":0.002137663,"domain_scores_codex":[0.9988976,0.0001956446,0.0002095827,0.0001587236,0.0003127336,0.0002256844],"domain_scores_gemma":[0.9988676,0.0007172528,0.00007349432,0.0001242195,0.0001172465,0.0001002422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003256008,0.00006431362,0.9856338,0.000008456237,0.00002922451,0.00004865781,0.005906511,4.899316e-7,0.000001643588,0.0008198329,0.002111527,0.005372299],"study_design_scores_gemma":[0.0001010442,0.000004908409,0.9753413,0.0003914647,0.000007217257,1.082774e-7,0.01919077,8.370981e-8,0.0001887175,0.0004823615,0.00420214,0.00008993207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725122,0.0009379528,2.468308e-7,0.004495604,0.0002418813,0.0001089984,0.000009524744,0.000009628296,0.02168397],"genre_scores_gemma":[0.9938932,0.001200051,0.000006705194,0.0002740459,0.000003312043,0.00000155003,0.00001112765,0.000003562407,0.004606446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02138101,"threshold_uncertainty_score":0.752672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2381621518012498,"score_gpt":0.380992504182354,"score_spread":0.1428303523811042,"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."}}