{"id":"W4386256223","doi":"10.24908/iqurcp16727","title":"Studying Representation and Equity-Seeking Candidates in Canadian Elections","year":2023,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Political Systems and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Representativeness heuristic; Politics; Political science; Public relations; Representation (politics); Public administration; Legislature; Law; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005167793,0.0002865449,0.0004735134,0.003863229,0.01640217,0.004585888,0.001421573,0.0007115273,0.006223273],"category_scores_gemma":[0.01705585,0.0003055842,0.0004195291,0.00716733,0.00260129,0.001208262,0.002943953,0.001339864,0.0003956704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06781137,"about_ca_system_score_gemma":0.0718309,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9911946,"about_ca_topic_score_gemma":0.9961169,"domain_scores_codex":[0.9945421,0.0007108816,0.000131607,0.0004335757,0.001950582,0.002231332],"domain_scores_gemma":[0.9922473,0.001490168,0.001332714,0.0002912213,0.003037482,0.001601062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003188084,0.0002137321,0.6428759,0.000274792,0.00008340712,0.0005103464,0.2115819,0.000671158,0.0009275734,0.04244716,0.0202568,0.07983848],"study_design_scores_gemma":[0.00001940948,0.00005050569,0.8232576,0.0001711596,0.00004101747,0.00007872715,0.1185447,0.0009702712,0.0003670961,0.001139736,0.05527549,0.00008426872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9551316,0.000658991,0.0003707737,0.002935895,0.00005437392,0.0001030781,0.001029228,0.000009713192,0.03970627],"genre_scores_gemma":[0.9922765,0.000272291,0.0002402208,0.0002281105,0.00001347435,0.00003357094,0.0003501491,0.00000794653,0.00657776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06781137,"threshold_uncertainty_score":0.4920082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2100206670358248,"score_gpt":0.4613124778259915,"score_spread":0.2512918107901667,"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."}}