{"id":"W3028805089","doi":"","title":"Prediction for Canadian federal election aided by Canadian Community Health Survey","year":2019,"lang":"en","type":"article","venue":"Summit (Simon Fraser University)","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research; Simon Fraser University","keywords":"Federal election; Political science; Politics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004339334,0.0006056542,0.000605836,0.003185117,0.00151007,0.001533403,0.001702717,0.0004481819,0.00570637],"category_scores_gemma":[0.0140555,0.0003031832,0.0009758171,0.004225733,0.000435003,0.0006660488,0.0009677579,0.001281473,0.000969062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01625514,"about_ca_system_score_gemma":0.0212347,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9797263,"about_ca_topic_score_gemma":0.9820133,"domain_scores_codex":[0.9986318,0.0002955063,0.00005791675,0.0002706396,0.0004306211,0.0003135226],"domain_scores_gemma":[0.9958699,0.001152802,0.0004248564,0.0003107133,0.001910601,0.0003310246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002417609,0.000109557,0.7838118,0.0001689338,0.000251346,0.00009083863,0.0006328379,0.0660301,0.0001637922,0.02390739,0.05312498,0.07146663],"study_design_scores_gemma":[0.00007385783,0.00005144909,0.5363305,0.0001526273,0.00012316,0.0000613898,0.0009962934,0.417574,0.0004621418,0.007261372,0.03681456,0.00009867956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8114499,0.001680527,0.03407213,0.006859643,0.0002464078,0.0005429613,0.114058,0.00116041,0.02993],"genre_scores_gemma":[0.9537238,0.0004559022,0.007543518,0.0001889281,0.00003673042,0.0001105215,0.03183583,0.00005205551,0.006052641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02027375,"threshold_uncertainty_score":0.1179398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04208307241099939,"score_gpt":0.2795698767036063,"score_spread":0.2374868042926069,"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."}}