{"id":"W4221013050","doi":"10.3389/fpos.2022.745777","title":"Differentiated Profiles of Elected Officials in Montreal: A Specific Party Identity Around Mobility, Urban Planning, and Environment?","year":2022,"lang":"en","type":"article","venue":"Frontiers in Political Science","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Politics; Public administration; Political machine; Political science; City management; Sociology; Public relations; Law","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001499822,0.0001161609,0.0003182806,0.0002239324,0.0006800776,0.00006712309,0.0004543698,0.00005269441,0.0001067002],"category_scores_gemma":[0.0004311548,0.0001196495,0.00003949238,0.001028922,0.003328025,0.0002900297,0.0003093028,0.0002281253,0.000001221644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178636,"about_ca_system_score_gemma":0.0001799813,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0176275,"about_ca_topic_score_gemma":0.002095539,"domain_scores_codex":[0.9970986,0.0003403361,0.0003466966,0.0004154446,0.0008722185,0.0009267179],"domain_scores_gemma":[0.9994202,0.0001109759,0.00008580157,0.0001377741,0.00002762631,0.0002175703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002122518,0.000312198,0.8321925,0.000008268597,0.000005929328,0.00000793226,0.008263707,0.00001607797,0.0001288329,0.1570455,0.001692516,0.000305293],"study_design_scores_gemma":[0.0002829349,0.00006429744,0.9037282,0.00001159687,0.00000553696,2.092469e-7,0.01151384,0.0002399166,0.00006854987,0.082373,0.001561438,0.0001505121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888071,0.001996559,0.000221235,0.000269345,0.0004524436,0.0003943737,0.00002873302,0.0000222105,0.007807985],"genre_scores_gemma":[0.9993093,0.00009963799,0.0001941231,0.00003334949,0.00005389866,0.00004521781,0.000002723949,0.00000467323,0.0002570522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07467245,"threshold_uncertainty_score":0.9993843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02656060882856983,"score_gpt":0.2717242307174819,"score_spread":0.245163621888912,"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."}}