{"id":"W4391908148","doi":"10.1016/j.electstud.2024.102747","title":"Limited supply: Youth underrepresentation in the Canadian House of Commons","year":2024,"lang":"en","type":"article","venue":"Electoral Studies","topic":"Gender Politics and Representation","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Ottawa","funders":"Konrad-Adenauer-Stiftung; Canada Research Chairs","keywords":"House of Commons; Political science; Commons; House of Representatives; Criminology; Law; Sociology; Politics","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":[0.003376478,0.0002348172,0.0004392557,0.003354996,0.005534928,0.002834667,0.001342348,0.0005499408,0.009213617],"category_scores_gemma":[0.01245475,0.0002074271,0.0003272743,0.007593506,0.001677112,0.001095726,0.002412983,0.0009367923,0.0007025057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02718864,"about_ca_system_score_gemma":0.02455982,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9806799,"about_ca_topic_score_gemma":0.9924675,"domain_scores_codex":[0.9953882,0.0004784912,0.0001220161,0.0003648545,0.001852273,0.001794192],"domain_scores_gemma":[0.9934455,0.0009183921,0.001504606,0.0004938148,0.002617441,0.001020156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001680735,0.00005644599,0.8694428,0.0001268158,0.0000526531,0.0002372079,0.02845896,0.0002906781,0.0003144916,0.01030099,0.03521296,0.05533792],"study_design_scores_gemma":[0.000009807672,0.00001997,0.9162482,0.0001481772,0.00003056661,0.00008259081,0.03650752,0.00091605,0.0004219772,0.001321633,0.04425097,0.00004240574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9509045,0.0008020055,0.0006485368,0.004018832,0.00006522264,0.0000708576,0.01065972,0.00003047492,0.03279985],"genre_scores_gemma":[0.9920122,0.0002417188,0.0001526703,0.0002701956,0.00001345008,0.00002516931,0.002333685,0.00001406513,0.004936731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02718864,"threshold_uncertainty_score":0.1972683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.195543793207689,"score_gpt":0.4115949959938603,"score_spread":0.2160512027861713,"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."}}