{"id":"W4413509719","doi":"10.64628/aam.varww9c5m","title":"How Ontario can rethink its election spending law to ensure fairness, equality","year":2021,"lang":"en","type":"article","venue":"","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Election law; Law; Law and economics; Political science; Economics; Business; Voting; Politics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.03227496,0.0004813458,0.0008280488,0.002992436,0.02418643,0.02100163,0.00465893,0.01467787,0.01813173],"category_scores_gemma":[0.07220731,0.001448022,0.001534992,0.003435222,0.01117853,0.006833388,0.005830771,0.01238121,0.002259577],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2147488,"about_ca_system_score_gemma":0.4435626,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9886608,"about_ca_topic_score_gemma":0.9954645,"domain_scores_codex":[0.9570369,0.006421376,0.001615676,0.00229457,0.01827265,0.0143589],"domain_scores_gemma":[0.9281079,0.01373987,0.001744651,0.004511759,0.03890033,0.01299537],"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":[0.00009274317,0.00007949329,0.009864834,0.0001422744,0.0001244153,0.0002183172,0.009215633,0.001687466,0.0006713119,0.4166444,0.5382922,0.02296682],"study_design_scores_gemma":[0.0001115094,0.0000346263,0.01529128,0.0002569158,0.0001092445,0.00005120364,0.004901709,0.001463511,0.0006458284,0.03426195,0.9426149,0.0002572686],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03945292,0.001315453,0.007400345,0.543428,0.002599813,0.0006455782,0.001316793,0.0004930828,0.4033481],"genre_scores_gemma":[0.4445295,0.001028436,0.0131697,0.1658676,0.0009157929,0.0005827011,0.000685561,0.0005001095,0.3727206],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2147488,"threshold_uncertainty_score":0.9107801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0533431285808848,"score_gpt":0.3088799388340265,"score_spread":0.2555368102531417,"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."}}