{"id":"W1481523206","doi":"10.3138/jcs.48.1.226","title":"In versus Out: LGBT Politicians in Canada","year":2014,"lang":"en","type":"article","venue":"Journal of Canadian Studies","topic":"Gender Politics and Representation","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lesbian; Parliament; Sexual orientation; Legislature; Politics; Mainstream; Caucus; Homosexuality; Representation (politics); Reputation; Political science; Sexual minority; Sociology; Gender studies; Legislative process; Public administration; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0004047825,0.00004156035,0.0001420416,0.0003959803,0.00008885789,0.00001251538,0.00009316601,0.00002039168,0.00001244959],"category_scores_gemma":[0.0004867419,0.00003823724,0.00002171077,0.0002058078,0.0000537579,0.00007315932,0.000005656146,0.00009747432,0.000001640746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001765279,"about_ca_system_score_gemma":0.004019855,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9995171,"about_ca_topic_score_gemma":0.9999977,"domain_scores_codex":[0.9991245,0.00009817759,0.0002113208,0.0000448804,0.0002174102,0.0003037117],"domain_scores_gemma":[0.9994227,0.0001459197,0.00007188897,0.00003706758,0.0001165473,0.0002059365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004938387,0.00004240647,0.3509157,0.00004781891,0.0002915185,0.001090287,0.2160443,0.0009746633,0.00001344849,0.3036045,0.1203536,0.006572396],"study_design_scores_gemma":[0.001309469,0.0000655554,0.1734709,0.00006249565,0.00002202652,0.000004480192,0.3600648,0.00001712181,0.0000235111,0.01050119,0.4542706,0.0001878414],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8221633,0.0008802849,0.000001572273,0.04331812,0.003694654,0.00007068104,0.000005222585,0.000001130507,0.129865],"genre_scores_gemma":[0.9984915,0.0002621075,0.00001963435,0.0005276441,0.0003275537,6.084624e-7,7.885532e-8,0.000002633964,0.000368246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3339171,"threshold_uncertainty_score":0.713105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08725750734074564,"score_gpt":0.3583648878302943,"score_spread":0.2711073804895486,"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."}}