{"id":"W4391586579","doi":"10.1515/9781787448322-001","title":"Foreword","year":2021,"lang":"en","type":"book-chapter","venue":"Boydell and Brewer eBooks","topic":"Historical and Contemporary Political Dynamics","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006046927,0.0003038944,0.0003697956,0.00006814887,0.0002017321,0.00009379281,0.0001066291,0.0002108494,0.00221632],"category_scores_gemma":[0.000003939006,0.0002532052,0.0001816965,0.000001810033,0.0003495748,0.00003646177,0.00009721275,0.0003474161,0.0001733848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003455419,"about_ca_system_score_gemma":0.0000568904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007581203,"about_ca_topic_score_gemma":0.0004203627,"domain_scores_codex":[0.9988818,0.000006710899,0.0003120754,0.0003403294,0.0001983632,0.0002606865],"domain_scores_gemma":[0.9993414,0.00004983816,0.00007572572,0.0002262978,0.0001145187,0.0001921866],"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":[0.00001033614,0.000007553516,3.516326e-7,0.00005831651,0.00004609949,0.00008803359,0.0007290348,6.412768e-9,8.372569e-7,0.9696202,0.009757682,0.01968158],"study_design_scores_gemma":[0.0001106846,0.00005358655,7.427897e-7,0.00008873406,0.00005300401,0.000007884241,0.00006523168,0.00001510962,0.000001324326,0.1043774,0.8949046,0.0003216607],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003165243,0.001309047,0.00003892769,0.0001498843,0.0006489913,0.000110137,0.00021907,0.00007201637,0.9974203],"genre_scores_gemma":[0.006431166,0.00002438727,0.00002617916,0.001502892,0.001373138,0.00000416238,0.00006620684,0.00005278456,0.9905191],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8851469,"threshold_uncertainty_score":0.999992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03592879445978372,"score_gpt":0.1838675148762764,"score_spread":0.1479387204164927,"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."}}