{"id":"W7017571953","doi":"","title":"Canadian Provincial Elections during the Covid-19 Pandemic: C-Dem Forum","year":2022,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Field (mathematics); Agency (philosophy)","routes":{"ca_aff":false,"ca_fund":false,"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":[0.004613891,0.0005949226,0.0006931241,0.001285709,0.02578854,0.007583242,0.001880234,0.01011258,0.03382709],"category_scores_gemma":[0.01043112,0.0006594157,0.0007340896,0.0019583,0.00267994,0.001135617,0.003917615,0.009478081,0.003049519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0991818,"about_ca_system_score_gemma":0.2323887,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9893093,"about_ca_topic_score_gemma":0.9971732,"domain_scores_codex":[0.9939128,0.0002508413,0.0000801685,0.0002036548,0.002056312,0.003496274],"domain_scores_gemma":[0.9915391,0.0007029893,0.0002011555,0.0001321083,0.003107538,0.004317124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007874321,0.00002444329,0.003820992,0.0000661311,0.00001353326,0.0003294858,0.001321339,0.0001515093,0.0001377489,0.009195703,0.9790149,0.005845468],"study_design_scores_gemma":[0.00004176055,0.00001116537,0.01525351,0.00008645011,0.000009601144,0.00003732141,0.003987528,0.0001341158,0.0001040523,0.0006873279,0.9796101,0.00003700136],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03220318,0.005573554,0.0002749828,0.6414565,0.01699263,0.0003316521,0.01039867,0.000213889,0.2925549],"genre_scores_gemma":[0.2833773,0.003809334,0.0008149252,0.1900354,0.003976583,0.0002483185,0.003105214,0.0002495183,0.5143835],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0991818,"threshold_uncertainty_score":0.7196177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04450724914018625,"score_gpt":0.3023004465648201,"score_spread":0.2577931974246339,"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."}}