{"id":"W4241119396","doi":"10.1021/bk-2001-0769.pr001","title":"Preface","year":2000,"lang":"en","type":"other","venue":"ACS symposium series","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"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":[0.00005548725,0.0005941763,0.0005204324,0.0002877834,0.00007112265,0.0001109162,0.0005631548,0.0005452677,0.01472205],"category_scores_gemma":[0.000006928706,0.0005791601,0.0001059349,0.0002682391,0.0002575726,0.0001979319,0.0001117733,0.0002749639,0.05180055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005261989,"about_ca_system_score_gemma":0.000104109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002445155,"about_ca_topic_score_gemma":0.0005600497,"domain_scores_codex":[0.9981516,0.00008293203,0.0002407962,0.0005964746,0.0003973233,0.0005308694],"domain_scores_gemma":[0.9985616,0.00001612924,0.000213917,0.001069479,0.00001612992,0.0001227273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005546559,0.00004207853,0.00004886715,0.0000976631,0.0001377182,0.00002479116,0.0002298238,0.000005739741,0.009670709,0.0003793715,0.9892249,0.00008288318],"study_design_scores_gemma":[0.0002062783,0.00006691853,0.00001854938,0.0001953265,0.00009146833,0.00004309459,0.00002296274,2.459399e-7,0.004327365,0.00006697747,0.9943208,0.0006400148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009384034,0.001746319,7.851742e-7,0.0002812738,0.0005005309,0.0004625265,0.00090179,0.00239327,0.9936197],"genre_scores_gemma":[0.0003230397,0.001168348,0.0003112217,0.0001084341,0.0008101536,0.00008454001,0.000338505,0.003859295,0.9929965],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0370785,"threshold_uncertainty_score":0.999666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007211763666238402,"score_gpt":0.2233494018236287,"score_spread":0.2161376381573903,"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."}}