{"id":"W2283089975","doi":"10.4324/9780203884454-16","title":"Travel tips for students of electoral choice: The dynamics of partisanship in Britain and elsewhere","year":2008,"lang":"en","type":"book-chapter","venue":"Open Access at Essex (University of Essex)","topic":"Social Media and Politics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dynamics (music); Political science; Mathematics education; Economic geography; Geography; Sociology; Psychology; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003792774,0.0001756092,0.0006337455,0.0001110669,0.000376356,0.00006814027,0.00240848,0.0003519635,0.0003313894],"category_scores_gemma":[0.0001006065,0.0001938416,0.0001192983,0.0001346118,0.001104098,0.0004300456,0.0007498348,0.0001913614,0.000001508972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002084517,"about_ca_system_score_gemma":0.0003911644,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02893793,"about_ca_topic_score_gemma":0.1770176,"domain_scores_codex":[0.9986085,0.0001057923,0.000256356,0.0002653656,0.000484834,0.0002791218],"domain_scores_gemma":[0.9982113,0.0006990917,0.0005379107,0.0002291462,0.0002188238,0.0001037488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005490942,0.0003732512,0.5196516,0.001020191,0.0005379821,0.00004596742,0.06435833,0.000006598353,0.00007172171,0.3910238,0.01378684,0.008574698],"study_design_scores_gemma":[0.01122616,0.00101409,0.4824889,0.003024183,0.001742849,0.00000948353,0.1499996,0.000386399,0.000474819,0.07809637,0.2684111,0.003126042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7850869,0.000644983,0.00008195032,0.002005152,0.0003370011,0.002546104,0.0006977965,0.00001056591,0.2085896],"genre_scores_gemma":[0.8496187,0.001526256,0.00006951997,0.00002825507,0.00007881522,0.000002017099,0.00005066448,0.00002502496,0.1486008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3129274,"threshold_uncertainty_score":0.9775285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011260817783965,"score_gpt":0.3973914017539891,"score_spread":0.2962653199755925,"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."}}