{"id":"W4385068500","doi":"10.1177/19401612231189667","title":"Book Review: <i>Inside the Local Campaign: Constituency Elections in Canada</i> by Alex Marland &amp; Thierry Giasson (Eds.) MarlandAlexGiassonThierry (eds.) Inside the Local Campaign: Constituency Elections in Canada. Vancouver, BC: UBC Press, 2022. 448 pp., CA$39.95 (paperback). ISBN 9780774868198.","year":2023,"lang":"en","type":"article","venue":"The International Journal of Press/Politics","topic":"Political Systems and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Political science","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":[0.0009532042,0.001516753,0.002528762,0.005007487,0.001596411,0.004640487,0.002341158,0.001830298,0.05309347],"category_scores_gemma":[0.004795524,0.0006268659,0.0006090283,0.01550419,0.001202172,0.001697572,0.001045008,0.001986915,0.0253037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01107102,"about_ca_system_score_gemma":0.02991969,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4796159,"about_ca_topic_score_gemma":0.7373584,"domain_scores_codex":[0.9987879,0.00009286758,0.00007053225,0.0001106929,0.0007873069,0.0001507687],"domain_scores_gemma":[0.9949811,0.0007876429,0.0003025979,0.00007198677,0.003331451,0.0005252177],"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":[0.000009053711,0.000004269466,0.00004867156,0.001103238,0.000007583975,0.00001128973,0.0000186151,0.00003556353,0.0000202227,0.0002063235,0.9543937,0.04414142],"study_design_scores_gemma":[0.000005778808,0.000006224603,0.0007763711,0.001804871,0.00001674274,0.00006570308,0.00004885125,0.00001576856,0.00001995543,0.0001356078,0.9970943,0.000009854884],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001179185,0.9581805,0.0001111433,0.01144331,0.01034596,0.00003885528,0.001098387,0.00006285962,0.0186011],"genre_scores_gemma":[0.001766103,0.9148372,0.0002873047,0.004723016,0.005249406,0.00006645287,0.00176678,0.00006046703,0.07124334],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5203841,"threshold_uncertainty_score":0.9536484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01135603806028192,"score_gpt":0.2570419800992629,"score_spread":0.245685942038981,"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."}}