{"id":"W7113105786","doi":"","title":"Replication for Working-Class Descriptive Representation in Canada’s Federal Parties","year":2025,"lang":"","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Representation (politics); Descriptive research; Replication (statistics); Descriptive statistics; Context (archaeology)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003331379,0.0003312733,0.0005915877,0.00202565,0.01616681,0.0110149,0.001854901,0.00133747,0.04385858],"category_scores_gemma":[0.01642508,0.0003335649,0.0009202562,0.005235016,0.004439901,0.00419932,0.003757051,0.003462249,0.002910671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05416712,"about_ca_system_score_gemma":0.06010103,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9725415,"about_ca_topic_score_gemma":0.9707894,"domain_scores_codex":[0.9953517,0.0005736068,0.0001200946,0.0007194703,0.001610507,0.001624636],"domain_scores_gemma":[0.9880739,0.001375866,0.0003783356,0.002001721,0.007262471,0.0009077466],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001119555,0.00004709555,0.006645855,0.00005097743,0.00002858658,0.0001135499,0.009378004,0.0005639542,0.0003171835,0.8683919,0.08886604,0.02548498],"study_design_scores_gemma":[0.00008387125,0.00002162544,0.05440599,0.0003787162,0.0001005609,0.0001219003,0.03038593,0.004863554,0.002332819,0.2320479,0.6750928,0.0001643119],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1927822,0.001021761,0.01687029,0.02033804,0.0005962015,0.0001921202,0.0101266,0.0006609946,0.7574118],"genre_scores_gemma":[0.8846057,0.0002717568,0.004631392,0.001612733,0.00006807734,0.00008877087,0.002908004,0.0003844455,0.105429],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9966686,"threshold_uncertainty_score":0.3930118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03517706294409275,"score_gpt":0.2842036444526073,"score_spread":0.2490265815085146,"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."}}