{"id":"W4409665613","doi":"10.1007/978-3-031-87955-5_7","title":"Results","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in electoral politics","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004355635,0.001137243,0.0007561719,0.002218914,0.001890749,0.004280098,0.001665195,0.001363809,0.4530264],"category_scores_gemma":[0.01152585,0.0002987427,0.001222186,0.001669029,0.0008159473,0.001400714,0.002970302,0.001289285,0.2972235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002020554,"about_ca_system_score_gemma":0.004515218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003405552,"about_ca_topic_score_gemma":0.004252662,"domain_scores_codex":[0.9963381,0.000680346,0.0001778768,0.0007690572,0.001566172,0.0004683865],"domain_scores_gemma":[0.9963068,0.000700627,0.0001588135,0.0007819484,0.001540643,0.0005112386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001162355,0.0003670871,0.004592346,0.0009775726,0.00007745329,0.0002370817,0.0005949122,0.000339366,0.002113247,0.02823654,0.620191,0.341111],"study_design_scores_gemma":[0.00006446044,0.0001101852,0.002666887,0.0003192011,0.00004664872,0.0001646974,0.0004153628,0.000106967,0.001710554,0.006015363,0.9883612,0.00001856427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008683915,0.001893025,0.01633206,0.004080202,0.003755066,0.001658043,0.04100329,0.003116671,0.9194779],"genre_scores_gemma":[0.06107244,0.002179188,0.01398598,0.006931829,0.0007789095,0.003994567,0.0427158,0.003597632,0.8647436],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5469736,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03858230667272983,"score_gpt":0.3307584891439262,"score_spread":0.2921761824711964,"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."}}