{"id":"W3199901693","doi":"10.3389/fpos.2021.738569","title":"Levels of Conceptualization and Municipal Politics: Replication in a New Context","year":2021,"lang":"en","type":"article","venue":"Frontiers in Political Science","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Toronto Metropolitan University; Memorial University of Newfoundland","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Conceptualization; Politics; Ideology; Sophistication; Context (archaeology); Sociology; Social psychology; Political science; Public relations; Psychology; Social science; Law; Geography","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":[0.001107025,0.00006565126,0.0001899055,0.0001324974,0.0001173237,0.00004695408,0.0001645243,0.00008163208,0.00004205465],"category_scores_gemma":[0.003839456,0.00006907902,0.00001966232,0.0009370323,0.001160931,0.0002929821,0.00004435992,0.00008991346,0.000001924913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004014497,"about_ca_system_score_gemma":0.00122817,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03561777,"about_ca_topic_score_gemma":0.008899409,"domain_scores_codex":[0.9979897,0.0002318237,0.0003532083,0.0003087107,0.0003754475,0.0007411227],"domain_scores_gemma":[0.9990216,0.00014754,0.00005237208,0.0002102488,0.0001496764,0.0004185494],"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":[0.0000017855,0.00002263105,0.1761272,0.00000710875,7.543439e-7,0.000001237213,0.003154812,0.000002049231,0.0003068902,0.8191345,0.00007459127,0.001166541],"study_design_scores_gemma":[0.0006192847,0.00005793177,0.6374292,0.0001402172,0.000008295804,0.000002035058,0.01279621,0.002449596,0.004521399,0.3381277,0.003626077,0.0002219726],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774914,0.0003264731,0.002876877,0.005473715,0.0003529766,0.0002328329,0.00001125208,0.00001753569,0.01321692],"genre_scores_gemma":[0.9980811,0.000006190447,0.0009258637,0.0003469702,0.00008032969,0.000005020668,0.000001445604,0.000003535321,0.0005495786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4810067,"threshold_uncertainty_score":0.9708042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06603778255950644,"score_gpt":0.3793920334198025,"score_spread":0.3133542508602961,"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."}}