{"id":"W6940772740","doi":"10.11575/prism/39718","title":"It Takes a Village: Candidate Recruitment in Alberta's Municipalities","year":2022,"lang":"en","type":"other","venue":"Open MIND","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"NOMINATE; Politics; Population; Quality (philosophy); Political process; Process (computing)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002931376,0.000159731,0.0002964847,0.001233299,0.01444856,0.003554597,0.001764837,0.00094774,0.004047629],"category_scores_gemma":[0.005158532,0.0003393204,0.0001736746,0.002605829,0.003383277,0.0008352001,0.003409362,0.001084423,0.0004655009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02804267,"about_ca_system_score_gemma":0.04963716,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9262537,"about_ca_topic_score_gemma":0.9834241,"domain_scores_codex":[0.996425,0.001052519,0.00006473943,0.0002700305,0.000661447,0.001526191],"domain_scores_gemma":[0.9944075,0.0008015148,0.000558493,0.0001551598,0.001002705,0.003074651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003338869,0.0003240629,0.346619,0.0002684779,0.00002237761,0.004459815,0.5479628,0.0002621004,0.001740998,0.009491661,0.02649436,0.06202047],"study_design_scores_gemma":[0.00002170138,0.0000941189,0.3132629,0.0001420973,0.00001038967,0.0002293672,0.6383345,0.0002094469,0.0001766592,0.0004421581,0.04704298,0.00003381753],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767852,0.0002800313,0.000158331,0.003561484,0.000050257,0.0001172046,0.0001762066,0.00001389373,0.01885732],"genre_scores_gemma":[0.9805638,0.0003773013,0.0003446905,0.001008342,0.00001987845,0.00006372834,0.0001723613,0.00001306367,0.01743694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07374632,"threshold_uncertainty_score":0.2034647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06486795508842609,"score_gpt":0.299015032127196,"score_spread":0.23414707703877,"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."}}