{"id":"W4413542439","doi":"10.64628/aam.stxr5wdtg","title":"Canadians want politicians who reflect their views. Is that what they get?","year":2024,"lang":"en","type":"article","venue":"","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Public relations; Political science; Public administration; Political economy; Business; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004356959,0.0003552672,0.0004165959,0.001375514,0.02614768,0.009844203,0.0008103727,0.003982504,0.02258837],"category_scores_gemma":[0.01276751,0.0003130513,0.0004890029,0.002702845,0.007234376,0.003317266,0.002876414,0.00517901,0.003021188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02605641,"about_ca_system_score_gemma":0.04889082,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9179759,"about_ca_topic_score_gemma":0.9648818,"domain_scores_codex":[0.9929361,0.00165391,0.00006124235,0.0002937954,0.002113822,0.002941231],"domain_scores_gemma":[0.9881323,0.000981164,0.0008928188,0.0002334727,0.003643041,0.006117296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000168307,0.000159324,0.06714418,0.0002236354,0.0001520665,0.0004521537,0.06875336,0.0003332053,0.001377274,0.1602265,0.6272881,0.07372192],"study_design_scores_gemma":[0.00007569267,0.00005200917,0.05465352,0.0002547043,0.00007427815,0.0001545959,0.1014572,0.0002251342,0.0004448426,0.01317772,0.8292534,0.00017692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08866768,0.002049124,0.001029448,0.5329454,0.002031183,0.00007205449,0.0006059756,0.0001032772,0.3724958],"genre_scores_gemma":[0.7669759,0.002167901,0.001268407,0.09858619,0.0006747855,0.00006136701,0.0003928491,0.000110886,0.1297617],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0820241,"threshold_uncertainty_score":0.1890534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0997343693566981,"score_gpt":0.3845942095560739,"score_spread":0.2848598401993758,"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."}}