{"id":"W7037063229","doi":"","title":"Diversity and Canadian Electoral Democracy: Can Candidate Diversity Counter Democratic Disengagement in Canadian Politics?","year":2022,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Nonlinear Photonic Systems","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Democracy; Disengagement theory; Government (linguistics); Core (optical fiber); Ethnic group","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005296735,0.0003466228,0.0003707519,0.0009360629,0.006827638,0.0001256681,0.0008555826,0.00007578453,0.0003062606],"category_scores_gemma":[0.000008772314,0.0004598584,0.000099761,0.0005489823,0.0001058022,0.0006124383,0.003576603,0.0008698635,0.00001980657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003238826,"about_ca_system_score_gemma":0.001165713,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8891284,"about_ca_topic_score_gemma":0.9928082,"domain_scores_codex":[0.997009,0.0004938431,0.0002364794,0.0006305675,0.0004219629,0.001208141],"domain_scores_gemma":[0.9979973,0.0000569902,0.0001314806,0.0004443482,0.00008606571,0.001283843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001634706,0.000044459,0.9970253,0.00001646694,0.00009092264,0.0004215012,0.002071694,0.00004518462,0.000007285377,0.0002020028,0.000005154061,0.00005366396],"study_design_scores_gemma":[0.0011788,0.00006107774,0.9939048,0.00003244974,0.00008618453,0.00001275538,0.00151936,0.00001346472,0.00003460628,0.0002964251,0.002368839,0.0004911927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969513,0.00002796205,0.000008471798,0.0004129543,0.0003030162,0.0005133563,0.0009014016,0.00003429221,0.0008471999],"genre_scores_gemma":[0.9963232,0.000001928816,0.000005038247,0.0004352182,0.0001207169,0.000002833534,0.0001370128,0.00003295098,0.002941109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1036798,"threshold_uncertainty_score":0.9997853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04402173066176166,"score_gpt":0.2693981310815343,"score_spread":0.2253764004197727,"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."}}