{"id":"W4408737047","doi":"10.1007/978-3-031-84463-8_3","title":"Theoretical Expectations","year":2025,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in political science","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":"Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.00329169,0.0006938067,0.0004416847,0.001955062,0.002672551,0.006201298,0.001914555,0.002631837,0.124951],"category_scores_gemma":[0.01657796,0.0003318122,0.0007436345,0.001062658,0.0050691,0.006066535,0.002476731,0.003051516,0.02257895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0031345,"about_ca_system_score_gemma":0.002081489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001758985,"about_ca_topic_score_gemma":0.00119218,"domain_scores_codex":[0.9969102,0.001175658,0.0001142603,0.0005373087,0.0008308626,0.0004318296],"domain_scores_gemma":[0.9947714,0.002191502,0.0002363078,0.000926781,0.001387346,0.0004866019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000633768,0.000009464564,0.0000642487,0.0000116119,0.000001282707,0.00001046413,0.0001996866,0.0001002783,0.00001940645,0.9925465,0.00479108,0.002239755],"study_design_scores_gemma":[0.000008125557,0.000005818693,0.0001353751,0.00003228003,0.000002290944,0.00003517907,0.0004910876,0.0005980419,0.0000703793,0.9619722,0.03664552,0.000003724322],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004256692,0.0002204016,0.01462956,0.01285265,0.0002752226,0.00006141398,0.0003338254,0.00007520595,0.9672951],"genre_scores_gemma":[0.7340697,0.000990107,0.01312066,0.009276921,0.0008400276,0.000876253,0.001721762,0.0003800444,0.2387246],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.124951,"threshold_uncertainty_score":0.4180028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02862149275696455,"score_gpt":0.3593823339775033,"score_spread":0.3307608412205387,"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."}}