{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002292524,0.0004578824,0.0007280211,0.0000732898,0.0009433003,0.0001996718,0.002026927,0.0001961777,0.0004128102],"category_scores_gemma":[0.002016868,0.0003023272,0.0002338952,0.0006896281,0.00119271,0.0005243986,0.0002527025,0.001854309,0.00001756248],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006353666,"about_ca_system_score_gemma":0.01908532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9969181,"about_ca_topic_score_gemma":0.9991542,"domain_scores_codex":[0.9924938,0.001145272,0.001729909,0.0004291844,0.00274647,0.001455385],"domain_scores_gemma":[0.9947082,0.002440641,0.0009654022,0.00053845,0.0008375624,0.0005097596],"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":[0.00004232435,0.0000756572,0.003442342,0.00006260418,0.0002025594,0.0001996213,0.0006027758,0.001233235,0.00002825878,0.009351192,0.984252,0.0005073867],"study_design_scores_gemma":[0.0006755107,0.00003267986,0.002318604,0.0009070666,0.0001069222,0.0001767028,0.001428861,0.0004638338,0.00006853195,0.001404012,0.9920503,0.0003669244],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02111418,0.7892073,0.00121943,0.1097393,0.01903721,0.003496856,0.004066923,0.0001257276,0.0519931],"genre_scores_gemma":[0.5678578,0.3548859,0.00004140789,0.03767484,0.003255558,0.0002625123,0.00007253625,0.0001111078,0.03583832],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5467436,"threshold_uncertainty_score":0.9999429,"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."}}