{"id":"W4379932769","doi":"10.1111/pops.12900","title":"Projection in Politicians' Perceptions of Public Opinion","year":2023,"lang":"en","type":"article","venue":"Political Psychology","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Universiteit Antwerpen; Social Sciences and Humanities Research Council of Canada; Fonds Wetenschappelijk Onderzoek; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Projection (relational algebra); Public opinion; Perception; Subject (documents); Democracy; European Social Survey; Political science; Politics; Sociology; Psychology; Law; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008360251,0.00006701855,0.0001683727,0.0003150885,0.0001087361,0.00001456207,0.0001120246,0.0001733139,0.0002578632],"category_scores_gemma":[0.0007690517,0.00006831189,0.00005596651,0.0008406295,0.0004120696,0.000107921,0.00001534218,0.0001328253,0.0003637979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001307956,"about_ca_system_score_gemma":0.000113606,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01342737,"about_ca_topic_score_gemma":0.00367568,"domain_scores_codex":[0.9977791,0.0005788093,0.0003467839,0.0001875986,0.0001978081,0.0009098886],"domain_scores_gemma":[0.9992735,0.0002229021,0.00003744294,0.0001351059,0.00008825799,0.0002427923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00000289989,0.00007473082,0.1099242,0.00001173297,0.00000270633,7.043166e-7,0.0007029244,3.099973e-7,0.0001897068,0.8876972,0.0007093303,0.0006835353],"study_design_scores_gemma":[0.0002934524,0.0001210488,0.8008398,0.00002777394,0.000003954204,0.000001654672,0.001962819,0.00007548882,0.00001832161,0.1826087,0.013924,0.0001229894],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8112081,0.00001680437,0.0002813665,0.04027602,0.0009678816,0.0002981733,0.00001312707,0.0001548978,0.1467836],"genre_scores_gemma":[0.9986114,0.00001059857,0.0000239485,0.0004647353,0.0004575776,0.00004607447,0.00001038962,0.000008031892,0.0003672795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7050885,"threshold_uncertainty_score":0.9931423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1995082554968239,"score_gpt":0.5094821716568896,"score_spread":0.3099739161600656,"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."}}