{"id":"W4251630695","doi":"10.1021/bk-2020-1356.pr001","title":"Preface","year":2020,"lang":"en","type":"other","venue":"ACS symposium series","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.0000524501,0.0005569763,0.0005501317,0.0001640974,0.00005628839,0.0001088773,0.0005896894,0.0004256582,0.00480102],"category_scores_gemma":[0.00003296013,0.000547878,0.0001051681,0.0003130375,0.0002049217,0.00016664,0.0002759089,0.0003128532,0.04742968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006250088,"about_ca_system_score_gemma":0.000115152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001739368,"about_ca_topic_score_gemma":0.0003020244,"domain_scores_codex":[0.9982398,0.00007844763,0.0002259108,0.0006249483,0.0004100508,0.0004208481],"domain_scores_gemma":[0.9987515,0.00001734369,0.0002701922,0.0007653837,0.00002498547,0.0001705935],"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":[0.00004164135,0.00002181249,0.0000599106,0.0001971749,0.0001683405,0.00003717435,0.0003871571,0.000001918994,0.02952496,0.001734171,0.9678027,0.00002302508],"study_design_scores_gemma":[0.0001891122,0.00009010638,0.00001377276,0.000143043,0.0001019294,0.00002069494,0.00005630415,6.307612e-7,0.006967783,0.00007063199,0.9917644,0.0005815906],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001592178,0.001270135,0.00000478421,0.00171987,0.0006860102,0.0004875995,0.0008123767,0.002849813,0.9921535],"genre_scores_gemma":[0.0003430612,0.0004297669,0.0007317071,0.0002819315,0.001109931,0.00007342325,0.0002843096,0.003991831,0.992754],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04262866,"threshold_uncertainty_score":0.9996973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039700202580604,"score_gpt":0.2258962084198703,"score_spread":0.2154992063940643,"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."}}