{"id":"W4414527749","doi":"10.1007/978-3-032-02778-8_6","title":"The State of the Union","year":2025,"lang":"en","type":"book-chapter","venue":"Springer Studies in American Politics.","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Meaning (existential); Conservatism; State (computer science); Politics; Relation (database); Information revolution","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005894272,0.0001499249,0.0003563321,0.00005482064,0.000448094,0.0000189011,0.0003389452,0.00004776217,0.000006574879],"category_scores_gemma":[0.0005428293,0.00009222636,0.0001170893,0.0001247566,0.003735372,0.00001927017,0.0001880434,0.0002556588,0.000007542311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004245459,"about_ca_system_score_gemma":0.0002778948,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02187613,"about_ca_topic_score_gemma":0.02670946,"domain_scores_codex":[0.998422,0.0002106076,0.0004078467,0.0001654466,0.0003514405,0.0004426753],"domain_scores_gemma":[0.9984117,0.0007362302,0.0002903847,0.0003216757,0.0001877283,0.00005234633],"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":[0.000001477217,0.000005046795,0.001020106,0.00003674245,0.00007269443,5.958844e-7,0.002178985,0.00000238832,6.828286e-7,0.9892084,0.001533395,0.005939469],"study_design_scores_gemma":[0.00007008315,0.00004279658,0.003078529,0.0004918568,0.00005031618,9.241089e-8,0.001081809,0.000003039982,0.00002687546,0.2450857,0.7498896,0.0001793385],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004035983,0.00289619,0.00000522024,0.007274361,0.001575843,0.0005004665,0.00003549659,0.00002799971,0.9836484],"genre_scores_gemma":[0.5378706,0.0009102842,0.00000791536,0.0001774236,0.000206575,0.00001550078,3.432849e-7,0.0000108557,0.4608005],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7483561,"threshold_uncertainty_score":0.9989759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05063623875391869,"score_gpt":0.3784832818930852,"score_spread":0.3278470431391665,"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."}}