{"id":"W4399201490","doi":"10.1136/leader-2024-fmlm.64","title":"64 Women’s voices in public policy development: moving beyond representation","year":2024,"lang":"en","type":"article","venue":"","topic":"Gender Politics and Representation","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Representation (politics); Public relations; Government (linguistics); Politics; Public policy; Prejudice (legal term); Political science; Public administration; Affirmative action; Presentation (obstetrics); Sociology; Law; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0005804796,0.00006393121,0.0000701864,0.0004042068,0.0002264892,0.0004393077,0.0001255626,0.00005909731,0.0003481669],"category_scores_gemma":[0.0001884368,0.00005900614,0.00002295352,0.0007744778,0.00006687517,0.0004887911,0.00004407611,0.00007707199,0.0001114177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004806657,"about_ca_system_score_gemma":0.001183495,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01244184,"about_ca_topic_score_gemma":0.008357225,"domain_scores_codex":[0.9987682,0.00009776949,0.0001962165,0.0002234316,0.0003165766,0.000397837],"domain_scores_gemma":[0.9996396,0.00009392522,0.00002312683,0.00008321165,0.00004201931,0.0001181716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001095228,0.00002960051,0.02788767,0.00002597231,0.00001790093,0.000008661616,0.1620304,0.0000140673,0.0001163854,0.758454,0.0006360791,0.0507781],"study_design_scores_gemma":[0.0003878073,0.00001560061,0.1440932,0.0000481817,0.000005960173,0.000004341726,0.2159592,0.00103653,0.001009063,0.1989296,0.4380019,0.0005085045],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6307356,0.0001232273,0.0002594538,0.007920048,0.0003155535,0.0001363195,9.077374e-7,0.0001245506,0.3603843],"genre_scores_gemma":[0.9792402,0.00005709148,0.0003265228,0.0002164551,0.0002905141,0.00003671636,0.000006918904,0.000007817524,0.01981773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5595244,"threshold_uncertainty_score":0.9941344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04950210251997268,"score_gpt":0.3624158906105701,"score_spread":0.3129137880905974,"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."}}