{"id":"W2276545226","doi":"10.1177/0002764216632820","title":"Candidate Selection in Canada","year":2016,"lang":"en","type":"article","venue":"American Behavioral Scientist","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Grassroots; Autonomy; Democracy; Politics; Political science; Selection (genetic algorithm); Public administration; Power (physics); Mobilization; Representation (politics); Political economy; Sociology; Law","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":[0.0002397124,0.00005990594,0.0001081111,0.00004840579,0.0001989374,0.00003469511,0.0001120639,0.00001523978,0.0003074584],"category_scores_gemma":[0.00003839509,0.00004470823,0.00001822894,0.000664575,0.0003099903,0.0001498811,0.00001215462,0.00004044966,0.00003752762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001633045,"about_ca_system_score_gemma":0.001112833,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9995508,"about_ca_topic_score_gemma":0.9999233,"domain_scores_codex":[0.9987006,0.0001449067,0.0001583368,0.0001802014,0.0003389936,0.0004770005],"domain_scores_gemma":[0.9995914,0.00003710136,0.00006561634,0.00005930253,0.00004811397,0.0001984935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003314934,0.00002079396,0.9655345,5.07058e-7,6.253991e-7,0.000004513744,0.0001690732,6.238369e-7,0.002124731,0.003151351,0.001495013,0.02749492],"study_design_scores_gemma":[0.0001783098,0.00006365264,0.9493346,0.00002056866,0.000006319372,8.458441e-7,0.0004526202,0.000006769112,0.0004800139,0.0001634918,0.04910812,0.0001847337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962009,0.000003513976,0.00004108329,0.001873492,0.000268362,0.0001086059,0.00001216882,0.00002165634,0.001470253],"genre_scores_gemma":[0.9981681,0.000001698789,0.00002627939,0.00008306112,0.00007534221,0.00001792797,0.000001086926,0.000004596785,0.001621881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04761311,"threshold_uncertainty_score":0.4270357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02640689072352226,"score_gpt":0.3502183919343365,"score_spread":0.3238115012108142,"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."}}