{"id":"W2127604537","doi":"10.25336/p6z02f","title":"Demographic Change and Representation by Population in the Canadian House of Commons","year":2010,"lang":"en","type":"article","venue":"Canadian Studies in Population","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"The King's University; Western University","funders":"","keywords":"Odds; House of Commons; Representation (politics); Immigration; Population; Sketch; Boundary (topology); Geography; Demographic economics; Order (exchange); Political science; Economic growth; Sociology; Demography; Economics; Logistic regression; Politics; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005688532,0.00007106946,0.0001255242,0.0003915714,0.0004239057,0.00002872835,0.0001196396,0.0001084526,0.000006222716],"category_scores_gemma":[0.0004981283,0.0000719902,0.00001882296,0.0007174008,0.0002222658,0.0002122095,0.000006141902,0.0001702361,7.067774e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003908472,"about_ca_system_score_gemma":0.0001524958,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9997987,"about_ca_topic_score_gemma":0.9999986,"domain_scores_codex":[0.9990654,0.0001416216,0.0001967185,0.0001409442,0.0001581152,0.0002971887],"domain_scores_gemma":[0.9994593,0.0001012519,0.00008354935,0.0001419159,0.000038319,0.000175705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001285236,0.000003043042,0.9508749,0.000005514444,0.00000361951,0.000003732556,0.0179703,0.000002338977,0.000002028427,0.02437398,0.003645929,0.003113308],"study_design_scores_gemma":[0.000104449,0.000005333855,0.9834123,0.00001804627,0.000004770967,8.809262e-7,0.001903476,0.00002168242,5.982617e-7,0.003028063,0.01142402,0.00007639117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871211,0.0004505537,1.126638e-7,0.01071706,0.000219838,0.0003826779,0.0001076825,0.000005885026,0.0009950686],"genre_scores_gemma":[0.9986302,0.0001505877,0.00001240104,0.000996993,0.0000999572,0.00004036051,0.00002646703,0.000007428881,0.00003563324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03253736,"threshold_uncertainty_score":0.3260383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09484240022860994,"score_gpt":0.3620573022922099,"score_spread":0.2672149020636,"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."}}