{"id":"W4415757198","doi":"10.1093/pa/gsaf052","title":"Understanding politicians’ discourse on inflation and cost of living in Canada","year":2025,"lang":"en","type":"article","venue":"Parliamentary Affairs","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Western University; University of Toronto","funders":"","keywords":"House of Commons; Inflation (cosmology); Perspective (graphical); Commons; Psychological intervention","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":[],"consensus_categories":[],"category_scores_codex":[0.0001443552,0.00009363742,0.0002289898,0.0002085737,0.00004964498,0.00001526787,0.00006548944,0.00003034734,0.00006347179],"category_scores_gemma":[0.00001504862,0.0001157914,0.00002254675,0.0001736385,0.00004525169,0.000124752,0.00002675687,0.00008287704,0.000003132141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009082615,"about_ca_system_score_gemma":0.0001065102,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.719103,"about_ca_topic_score_gemma":0.8074828,"domain_scores_codex":[0.9992049,0.00001207569,0.0003504668,0.0001989895,0.00002986032,0.0002036535],"domain_scores_gemma":[0.9995792,0.0001322583,0.0001284237,0.0001221568,0.000003891483,0.00003409777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001601467,0.00004133793,0.6638381,0.00004922765,0.0000252684,0.000005572412,0.001154975,0.0006937812,0.000006818452,0.3327307,0.000777288,0.000660855],"study_design_scores_gemma":[0.001495342,0.0001233841,0.917065,0.00189853,0.00002492818,0.000002436653,0.04185842,0.008998006,0.0003499068,0.01762406,0.009787292,0.0007727537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8713148,0.0004071313,0.001064931,0.0007176218,0.0004005053,0.0002035677,0.00009356502,0.000007822739,0.12579],"genre_scores_gemma":[0.9992262,0.0001648433,0.00005125627,0.0003167689,0.00001973239,0.000007916105,0.000004831474,0.00000806867,0.0002004046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3151067,"threshold_uncertainty_score":0.4721837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04277874984448995,"score_gpt":0.2356136478744524,"score_spread":0.1928348980299624,"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."}}