{"id":"W6993732934","doi":"","title":"Preface","year":2020,"lang":"en","type":"book-chapter","venue":"Industrias Culturais (Universidade de Coimbra)","topic":"Asian Studies and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Underpinning; Club; Per capita; Gross domestic product; Quarter (Canadian coin)","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":["insufficient_payload"],"category_scores_codex":[0.0001905346,0.0003853897,0.0005176429,0.0001355986,0.00119359,0.0001019102,0.0006974108,0.001228986,0.003318409],"category_scores_gemma":[0.0001339967,0.000434321,0.0003260545,0.0001471862,0.0007355758,0.0002381377,0.0002001677,0.001209483,0.000991514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001196038,"about_ca_system_score_gemma":0.0007775513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001037972,"about_ca_topic_score_gemma":0.001390092,"domain_scores_codex":[0.9980343,0.00007769501,0.0002227875,0.000560363,0.0006110755,0.0004937911],"domain_scores_gemma":[0.9986776,0.00009059055,0.0003245687,0.0002690782,0.000170005,0.0004681911],"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":[0.00001893977,0.000006593124,0.000003432246,0.000009150212,0.0001387349,0.0001445287,0.006392433,0.000001313173,0.000009045923,0.5069516,0.4823015,0.00402279],"study_design_scores_gemma":[0.0003534802,0.00005097496,0.0002082308,0.0000950564,0.0001586675,0.000003400238,0.0158875,0.00000117746,0.000002395776,0.00103609,0.9816988,0.0005041906],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000009674694,0.0007004043,0.00002107762,0.02592308,0.0004816846,0.0004015663,0.0001308628,0.0002713169,0.9720603],"genre_scores_gemma":[0.003897409,0.0004017815,0.000107659,0.0004121592,0.001424738,0.000003698814,0.00005409559,0.00005689149,0.9936416],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5059155,"threshold_uncertainty_score":0.9998109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04749027758096917,"score_gpt":0.2568772909559444,"score_spread":0.2093870133749752,"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."}}