{"id":"W3135012815","doi":"10.3171/2020.12.focus20911","title":"Women’s role in neurosurgical research: is the gender gap improving?","year":2021,"lang":"en","type":"article","venue":"Neurosurgical FOCUS","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gender diversity; Specialty; Gender gap; Neurosurgery; Diversity (politics); Publishing; Medicine; Psychology; Demography; Family medicine; Political science; Surgery; Sociology; Management; Law; Demographic economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0107379,0.0002915279,0.0005948038,0.003511927,0.002009653,0.004120733,0.0007289404,0.0008699429,0.009504145],"category_scores_gemma":[0.04243876,0.0002469009,0.0003598893,0.004691992,0.003108016,0.005726629,0.002664613,0.0008159073,0.001430809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001721724,"about_ca_system_score_gemma":0.003829381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004572054,"about_ca_topic_score_gemma":0.007269911,"domain_scores_codex":[0.9915711,0.003600481,0.0007843496,0.00113497,0.001982756,0.0009262766],"domain_scores_gemma":[0.9659524,0.01821796,0.008753654,0.0008498584,0.003350251,0.002875814],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005307601,0.0001359859,0.5134979,0.003720419,0.0001950575,0.001491061,0.05807206,0.0001202905,0.001046491,0.02162989,0.02227393,0.3772861],"study_design_scores_gemma":[0.00009668596,0.0005103694,0.5583633,0.01038652,0.0003143912,0.006693103,0.1441843,0.0002740733,0.001126331,0.02488997,0.2530384,0.0001224624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5891074,0.2180296,0.002717722,0.1270406,0.003951922,0.00007152713,0.001439288,0.00005191323,0.05759002],"genre_scores_gemma":[0.9482755,0.04042148,0.0005752697,0.006294286,0.001729342,0.00003988386,0.0002221187,0.00003434295,0.002407771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9892621,"threshold_uncertainty_score":0.05678809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1354838061737461,"score_gpt":0.3532562171746889,"score_spread":0.2177724110009427,"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."}}