{"id":"W4254540771","doi":"10.1007/978-1-4939-7131-2_100594","title":"Legislative Vote Prediction","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Internet Traffic Analysis and Secure E-voting","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Legislature; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001981758,0.000252158,0.0002753692,0.0001511259,0.00008337558,0.0001507417,0.0006715591,0.0002410911,0.0009092824],"category_scores_gemma":[0.000008048063,0.0002065348,0.0002297011,0.00003534345,0.00006913101,0.0002372294,0.0002221975,0.0002686149,0.0009909952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005710832,"about_ca_system_score_gemma":0.00004918126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006966381,"about_ca_topic_score_gemma":0.0001103419,"domain_scores_codex":[0.998561,0.00001261586,0.0003271211,0.0005490777,0.0003566981,0.000193443],"domain_scores_gemma":[0.9991872,0.00003457613,0.0001931293,0.0003164858,0.000202097,0.00006651686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[9.847124e-7,0.000003833765,4.450401e-7,0.000003029404,0.0001001902,0.000007301096,0.0005336142,0.00003686741,5.523593e-7,0.9666037,0.02852616,0.00418335],"study_design_scores_gemma":[0.00007585473,0.0001102967,0.000002834523,0.00008220332,0.00003879392,0.0000103992,0.000004571776,0.4961875,0.000009874786,0.002213123,0.5010046,0.0002599696],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002426158,0.0000381393,0.4652291,0.00006596455,0.0003875415,0.0000503856,0.000002963667,0.0001557282,0.5340678],"genre_scores_gemma":[0.0411164,0.0000116723,0.005425542,0.0002302802,0.000764503,0.000001750569,0.00001635913,0.00001980873,0.9524137],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9643906,"threshold_uncertainty_score":0.9997869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01743506523692857,"score_gpt":0.2239015191934177,"score_spread":0.2064664539564892,"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."}}