{"id":"W4403808862","doi":"10.1007/s11109-024-09982-2","title":"Pathways to Substantive Representation: Policy Congruence and Policy Knowledge Among Canadian Local Politicians","year":2024,"lang":"en","type":"article","venue":"Political Behavior","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Congruence (geometry); Representation (politics); Political science; Social psychology; Psychology; Politics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006462038,0.0001802097,0.0004504237,0.003845107,0.009663683,0.008089834,0.001966544,0.001789246,0.01221967],"category_scores_gemma":[0.04176073,0.0003681307,0.0003298755,0.00415322,0.004615615,0.002491071,0.004397937,0.002329391,0.000385285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03971001,"about_ca_system_score_gemma":0.06508092,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9374496,"about_ca_topic_score_gemma":0.9620154,"domain_scores_codex":[0.9931179,0.001824961,0.0002182794,0.000680192,0.001426886,0.002731604],"domain_scores_gemma":[0.9767624,0.01018032,0.003059157,0.0009456294,0.004760561,0.004291882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003767952,0.0005693747,0.7436873,0.00009415577,0.00006759205,0.0002616613,0.1642732,0.001057863,0.0005684192,0.0413254,0.004034101,0.04368411],"study_design_scores_gemma":[0.00005007333,0.00005841772,0.8183323,0.0001475628,0.00004191958,0.00006677185,0.1506554,0.002111048,0.0002633416,0.01341921,0.01478698,0.00006704022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694696,0.0001484754,0.0002022431,0.003831194,0.00001005927,0.00005409615,0.0002857865,0.000007868238,0.02599076],"genre_scores_gemma":[0.9979956,0.00005676832,0.00008923299,0.0001021349,0.0000029475,0.00001419779,0.00008987163,0.000003577468,0.001645748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06255037,"threshold_uncertainty_score":0.2881176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06406585992908782,"score_gpt":0.4126047372668075,"score_spread":0.3485388773377197,"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."}}