{"id":"W4293190919","doi":"10.1371/journal.pgph.0000294","title":"Is authorship by women in Brazilian academic surgery increasing? A five-year retrospective analysis","year":2022,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"","keywords":"Mentorship; Logistic regression; Medicine; Representation (politics); Demography; Gender disparity; Male gender; Impact factor; Family medicine; Medical education; Political science; Sociology; Internal medicine; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0166016,0.0001330882,0.0005460176,0.0003771328,0.001042726,0.0001095989,0.0007834039,0.000140163,0.002620518],"category_scores_gemma":[0.002015147,0.0001551388,0.0001340986,0.006148397,0.0002620627,0.0003108004,0.0002143502,0.0007464149,0.0000238779],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007567281,"about_ca_system_score_gemma":0.002410612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0307255,"about_ca_topic_score_gemma":0.002040005,"domain_scores_codex":[0.9931366,0.002553449,0.0003845818,0.0004838648,0.00209529,0.001346154],"domain_scores_gemma":[0.9981564,0.000243627,0.0002120235,0.0002334869,0.0001082937,0.001046221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000264339,0.000153087,0.8763402,0.0000122181,0.0001315219,0.000006960628,0.0319964,0.000001722789,5.310812e-7,0.003378662,0.08711414,0.0008381504],"study_design_scores_gemma":[0.0005414165,0.0001706268,0.6681766,0.00001898986,0.00006187537,0.00000140988,0.177356,0.00009431555,4.233682e-7,0.00491128,0.1483223,0.0003447021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9010972,0.0002308191,0.000008406463,0.08776098,0.0002066771,0.0002439605,0.0005283686,0.0001089436,0.009814612],"genre_scores_gemma":[0.9866298,0.0001505426,0.00001471873,0.01240045,0.000110911,0.00003348902,0.00007616465,0.000006157942,0.0005777872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2081636,"threshold_uncertainty_score":0.9982912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05546935414187441,"score_gpt":0.3346612588164944,"score_spread":0.27919190467462,"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."}}