{"id":"W4410575636","doi":"10.1371/journal.pone.0323364","title":"Closing the publishing gender gap in economics and political science: Does a critical mass matter?","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Gender Politics and Representation","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bank of Canada; University of Ottawa","funders":"Konrad-Adenauer-Stiftung","keywords":"Gender balance; Critical mass (sociodynamics); Gender gap; Globe; Politics; Representation (politics); Publishing; Citation; Gender disparity; Social science; Political science; Positive economics; Public relations; Demographic economics; Sociology; Psychology; Demography; Economics; Gender studies; 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","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01078554,0.0002355395,0.0007160765,0.003893776,0.001356543,0.004203094,0.000545365,0.0008926917,0.006199952],"category_scores_gemma":[0.08171018,0.0001462555,0.0002719642,0.004725935,0.004060898,0.005272618,0.002690436,0.0009220563,0.0006220132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180615,"about_ca_system_score_gemma":0.001772011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009862869,"about_ca_topic_score_gemma":0.001067862,"domain_scores_codex":[0.9949691,0.002073706,0.0003032631,0.0006818267,0.001408973,0.0005631096],"domain_scores_gemma":[0.8836462,0.08119655,0.02373025,0.00365625,0.003301664,0.004469205],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006333633,0.0002152129,0.7392889,0.0004475719,0.0002044501,0.000484551,0.0272642,0.000986206,0.00220727,0.1091329,0.0043162,0.1148192],"study_design_scores_gemma":[0.00006836234,0.0004486179,0.7813639,0.0007030825,0.0001507063,0.0005450225,0.02284968,0.002426283,0.003412881,0.162466,0.02550822,0.00005716111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9499515,0.004122111,0.005761103,0.01237695,0.0002004479,0.00003719942,0.0003871288,0.0000344479,0.02712915],"genre_scores_gemma":[0.9981706,0.0003307528,0.0003417811,0.0003745712,0.0002285347,0.00001519263,0.00005378192,0.000009203327,0.0004754907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9961062,"threshold_uncertainty_score":0.05704004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08422778871780823,"score_gpt":0.3405695072403811,"score_spread":0.2563417185225729,"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."}}