{"id":"W2106608982","doi":"10.3138/cpp.34.4.403","title":"Testing and Improving Voters’ Political Knowledge","year":2008,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Polling; Voting; Politics; Test (biology); Political science; Voting behavior; Public relations; Public administration; Computer science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002856754,0.00008063201,0.0001069293,0.0002541704,0.00101544,0.0001094989,0.0001137346,0.0001046601,0.00004120965],"category_scores_gemma":[0.003787652,0.00008485609,0.00002264685,0.000521858,0.0003951523,0.000224161,0.0000172861,0.0001036058,0.00006474952],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007458832,"about_ca_system_score_gemma":0.006589603,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9600915,"about_ca_topic_score_gemma":0.8242467,"domain_scores_codex":[0.9982818,0.0001316929,0.000146925,0.0001585616,0.000114083,0.001166918],"domain_scores_gemma":[0.9973317,0.0001848203,0.00002468373,0.0001011837,0.0001287626,0.002228813],"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":[1.911138e-7,0.000005570228,0.07134296,0.000006429888,0.000002762127,0.000006098462,0.0009401152,1.655872e-8,0.00003452857,0.9201801,0.001110223,0.006371028],"study_design_scores_gemma":[0.0003847068,0.00009195257,0.5707983,0.00003062413,0.00001228604,0.00006245652,0.000544716,0.0003377767,0.00003044102,0.02310582,0.4040111,0.0005897976],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7047014,0.00007976601,0.00001279502,0.03299415,0.0001392049,0.0001588147,0.00001576109,0.00007967016,0.2618185],"genre_scores_gemma":[0.9956864,6.920851e-7,0.00005977775,0.001207947,0.001359317,0.00001123426,0.000001696405,0.00001002967,0.001662881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8970743,"threshold_uncertainty_score":0.9990421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000837718132579,"score_gpt":0.3421916434503663,"score_spread":0.2421078716371084,"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."}}