{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002994181,0.0002404764,0.000482622,0.001981085,0.01886172,0.003793643,0.001450325,0.0009862361,0.01640214],"category_scores_gemma":[0.006844727,0.0002886587,0.0003998518,0.004202755,0.002898419,0.0005647032,0.002751003,0.001175256,0.001024438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09270039,"about_ca_system_score_gemma":0.1500958,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9899356,"about_ca_topic_score_gemma":0.997135,"domain_scores_codex":[0.9949695,0.0006010501,0.00008213113,0.0005590923,0.001144437,0.002643746],"domain_scores_gemma":[0.9959068,0.0005495046,0.0002593765,0.000182314,0.001379911,0.001722045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006809529,0.0002154298,0.241559,0.0004149027,0.0001090018,0.002359318,0.04471473,0.005123118,0.003694769,0.2502058,0.1175715,0.3333515],"study_design_scores_gemma":[0.0001614987,0.0001426215,0.3897562,0.0002259212,0.00007086617,0.0003675565,0.02847904,0.004592264,0.001642479,0.009624714,0.5647768,0.0001599397],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7439302,0.002099343,0.003851921,0.01914412,0.0003058659,0.0004728615,0.001953567,0.0001791888,0.2280629],"genre_scores_gemma":[0.9348515,0.0005810708,0.001401227,0.001111477,0.00003537898,0.00005707073,0.0004259979,0.00003026503,0.06150603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09270039,"threshold_uncertainty_score":0.6725916,"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."}}