{"id":"W4321351435","doi":"10.1080/00344893.2023.2173283","title":"Contexts and Constraints: The Substantive Representation of Women in the Canadian House of Commons and Senate","year":2023,"lang":"en","type":"article","venue":"Representation","topic":"Gender Politics and Representation","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Calgary","funders":"","keywords":"House of Commons; Parliament; Context (archaeology); Representation (politics); Political science; Legislature; Legislation; Government (linguistics); Public administration; House of Representatives; Power (physics); Law; Politics; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001305282,0.00005341819,0.0001206948,0.000153414,0.0002658981,0.00005114554,0.0001031824,0.00004922954,0.00000785408],"category_scores_gemma":[0.00045165,0.00003800677,0.00002208943,0.0006304258,0.0008434705,0.0001231193,0.00002098685,0.00007448228,0.000001523975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007656505,"about_ca_system_score_gemma":0.0001686721,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3413516,"about_ca_topic_score_gemma":0.3944023,"domain_scores_codex":[0.9985662,0.0005351586,0.0002197053,0.0001382079,0.0002831616,0.0002575965],"domain_scores_gemma":[0.998996,0.0005457222,0.0001251691,0.0001490311,0.0001063367,0.00007773362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002057968,0.00002609979,0.3366012,0.00002816859,0.00004319699,0.000009796068,0.5477679,0.00008885613,0.00145796,0.1078982,0.0003566088,0.005701405],"study_design_scores_gemma":[0.0003749862,0.00001725688,0.709,0.00001598693,0.00001262317,0.000002614087,0.2740953,0.0002059052,0.001072027,0.01499228,0.0001556877,0.00005531884],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916016,0.00006453771,0.000008386336,0.003250252,0.00005612117,0.0004361437,0.00001530581,0.00001289702,0.004554735],"genre_scores_gemma":[0.9995599,0.0002521812,0.00000690725,0.00004773887,0.00002148189,0.0000258223,0.00000802996,0.000005536861,0.00007237397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3723988,"threshold_uncertainty_score":0.6630344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05681403142974407,"score_gpt":0.3525234990170706,"score_spread":0.2957094675873266,"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."}}