{"id":"W6922681608","doi":"10.13140/rg.2.2.29329.38244","title":"Women and Visible Minority Representation on Vancouver's City Council","year":2020,"lang":"en","type":"article","venue":"","topic":"Gender Politics and Representation","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Representation (politics); Context (archaeology); Field (mathematics)","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":[0.0002708352,0.00004724049,0.00006826771,0.00001163496,0.0002267993,0.00006213082,0.00005866051,0.0000403035,0.0003122609],"category_scores_gemma":[0.0002557383,0.00004292324,0.00001674477,0.0001246548,0.00007740847,0.0001159875,0.00002323955,0.00005099415,0.00002130869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001648414,"about_ca_system_score_gemma":0.0001757612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00593006,"about_ca_topic_score_gemma":0.002931086,"domain_scores_codex":[0.9990333,0.00006728477,0.00008504879,0.0001832776,0.0004543026,0.0001767805],"domain_scores_gemma":[0.9995497,0.00005678376,0.00003009289,0.00006783198,0.0001089397,0.0001866324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001193501,0.0001890482,0.1315407,0.00005872899,0.00006738526,0.0000133126,0.3598248,0.0001192132,0.0008470904,0.1626596,0.3333871,0.01117369],"study_design_scores_gemma":[0.002459887,0.000560697,0.1289615,0.000009643742,0.00003270244,7.138602e-7,0.2407825,0.002865988,0.002851217,0.1071135,0.5135738,0.00078785],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5454429,0.00001108127,0.000187461,0.004131117,0.000179328,0.0001318537,0.000002734458,0.00005500397,0.4498585],"genre_scores_gemma":[0.9914979,0.0000332366,0.0001121263,0.001565076,0.0002157985,0.000006725035,9.923873e-7,0.000002486017,0.006565666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.446055,"threshold_uncertainty_score":0.8964516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1338470018663646,"score_gpt":0.327898004930231,"score_spread":0.1940510030638664,"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."}}