{"id":"W3135473248","doi":"10.1111/anae.15361","title":"Current status and solutions for gender equity in anaesthesia research","year":2021,"lang":"en","type":"review","venue":"Anaesthesia","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; University of British Columbia","funders":"","keywords":"Harassment; Mentorship; Gender equity; Medicine; Receipt; Equity (law); Gender pay gap; Gender discrimination; Medical education; Public relations; Nursing; Gender studies; Political science; Demographic economics; Sociology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2776954,0.001284865,0.002904751,0.006348392,0.01335018,0.02991505,0.009072914,0.02109594,0.02734138],"category_scores_gemma":[0.2546495,0.001619294,0.003170096,0.006401764,0.04575959,0.04126235,0.03366931,0.02621339,0.00425347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01971661,"about_ca_system_score_gemma":0.08892551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009559643,"about_ca_topic_score_gemma":0.01147314,"domain_scores_codex":[0.8315884,0.1041471,0.01273675,0.0140209,0.0254438,0.0120631],"domain_scores_gemma":[0.4063343,0.4601129,0.02358157,0.01756465,0.04511348,0.04729318],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001812804,0.0001779723,0.006974493,0.008803057,0.0001274356,0.0003877501,0.01340288,0.0002855284,0.0003495382,0.2987124,0.1336357,0.5369619],"study_design_scores_gemma":[0.00007679608,0.0002135627,0.003555415,0.02773319,0.0001027831,0.0007436794,0.02633391,0.0004799609,0.0003036495,0.3176264,0.622671,0.0001596805],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.00126754,0.1336323,0.002788672,0.846864,0.008033348,0.00007501996,0.0001032218,0.00006500578,0.00717087],"genre_scores_gemma":[0.09919063,0.3403489,0.0219963,0.4835699,0.04457698,0.001415749,0.0005085626,0.0002652772,0.008127703],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9909271,"threshold_uncertainty_score":0.8907301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4848706045035885,"score_gpt":0.529233606709602,"score_spread":0.04436300220601347,"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."}}