{"id":"W3180740175","doi":"10.1136/bmjopen-2021-051224","title":"Gender disparity between authors in leading medical journals during the COVID-19 pandemic: a cross-sectional review","year":2021,"lang":"en","type":"review","venue":"BMJ Open","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Institute for Clinical Evaluative Sciences; Public Health Ontario; University of Toronto; Women's College Hospital","funders":"Heart and Stroke Foundation of Canada","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Cross-sectional study; Logistic regression; Pandemic; Odds ratio; Odds; Family medicine; Demography; MEDLINE; Gerontology; Internal medicine; Disease; Pathology","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":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03752026,0.0002042225,0.001399203,0.00009201949,0.001126899,0.0006812125,0.003100767,0.0005171065,0.007122573],"category_scores_gemma":[0.01296722,0.0001450562,0.0004042499,0.0008276173,0.0004672381,0.000260093,0.001504281,0.001415672,0.00008403036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006555688,"about_ca_system_score_gemma":0.00536474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001915967,"about_ca_topic_score_gemma":0.001978576,"domain_scores_codex":[0.9929073,0.002835912,0.0009000195,0.0004436533,0.002475038,0.0004380793],"domain_scores_gemma":[0.9973244,0.001156725,0.0004899984,0.0003485973,0.00009978393,0.0005804657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009283736,0.00005310124,0.6104255,0.06036841,0.0004550174,0.0006919962,0.003354211,0.000001420783,4.532233e-9,0.00277086,0.0442232,0.277647],"study_design_scores_gemma":[0.0001754396,0.000003583406,0.00395197,0.03424698,0.0001986721,0.0001031853,0.0004652175,9.43412e-8,1.971278e-9,0.0001199677,0.9605448,0.0001900502],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000248009,0.9828643,0.00002100936,0.002358706,0.0005677596,0.003093166,0.00004079751,0.00001950186,0.01100998],"genre_scores_gemma":[0.00002095295,0.9927853,0.00001413691,0.002555386,0.001216819,0.0002876197,0.00005544978,0.00001259848,0.003051782],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9163216,"threshold_uncertainty_score":0.995347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.644292240051642,"score_gpt":0.6167106786318445,"score_spread":0.02758156141979751,"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."}}