{"id":"W4407622451","doi":"10.4103/ija.ija_167_25","title":"Representation of women as lead authors in Indian Anaesthesiology Journals: Quo Vadis?","year":2025,"lang":"en","type":"editorial","venue":"Indian Journal of Anaesthesia","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Workforce; Anesthesiology; Status quo; Credibility; Family medicine; Economic growth; Law; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009229395,0.0002894561,0.001345934,0.002228673,0.0002508757,0.0001292811,0.001883658,0.001371882,0.0002823336],"category_scores_gemma":[0.007115303,0.000283593,0.0003618324,0.001551874,0.0007200325,0.0004614153,0.00007167325,0.002069338,0.00001717189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00122848,"about_ca_system_score_gemma":0.005386607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003495102,"about_ca_topic_score_gemma":0.001712848,"domain_scores_codex":[0.9934685,0.001655755,0.001338279,0.0003122292,0.002462308,0.000762924],"domain_scores_gemma":[0.9954131,0.0007391638,0.002079873,0.0003044721,0.0009380619,0.0005253289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000431064,0.000184121,0.01629099,0.0001420552,0.0002535238,0.005632906,0.1323946,0.00002943132,0.000004610546,0.000404795,0.7622404,0.08199159],"study_design_scores_gemma":[0.001764128,0.002417719,0.00495801,0.002470062,0.0001743655,0.00003972518,0.1599246,4.510939e-7,0.00002610145,0.006731009,0.8210602,0.0004336219],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6616809,0.002040617,0.000007953269,0.005099986,0.3266581,0.0003358948,0.00003252167,0.00001770497,0.004126293],"genre_scores_gemma":[0.5763235,0.02388734,0.0003271805,0.0007186435,0.3954179,0.0000115102,0.00004888342,0.00006378336,0.003201287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08535746,"threshold_uncertainty_score":0.9999616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01917171507000997,"score_gpt":0.3360613927879493,"score_spread":0.3168896777179394,"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."}}