{"id":"W4252536924","doi":"10.1021/bk-2004-0871.pr001","title":"Preface","year":2003,"lang":"en","type":"other","venue":"ACS symposium series","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","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":[0.0001101116,0.0006020276,0.000526245,0.0002725112,0.00007099234,0.0001040165,0.0004595096,0.0005529132,0.006885022],"category_scores_gemma":[0.00002932704,0.0005882383,0.0001017867,0.0002973024,0.0002443159,0.0001789918,0.0001117465,0.0002735832,0.03662202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009686614,"about_ca_system_score_gemma":0.0001265174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001464046,"about_ca_topic_score_gemma":0.0003814355,"domain_scores_codex":[0.9980955,0.0001219762,0.0002390434,0.0005960345,0.0004060689,0.0005413598],"domain_scores_gemma":[0.9984453,0.00001676664,0.0002916308,0.001077004,0.00004357714,0.000125777],"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":[0.00001923262,0.00004051259,0.00009452002,0.0001245099,0.0001442703,0.0000190092,0.0001496193,0.000002652453,0.01203175,0.003156318,0.9842038,0.00001378479],"study_design_scores_gemma":[0.0002149326,0.00006100215,0.000008942222,0.000146922,0.00009295738,0.00004882053,0.00004344953,1.086445e-7,0.007431174,0.0001177105,0.9911852,0.0006487124],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003620319,0.002134271,0.000004468237,0.0002345567,0.001021467,0.000497126,0.0004557027,0.001621593,0.9939946],"genre_scores_gemma":[0.000114645,0.0005655463,0.0007573429,0.000146363,0.0004130024,0.00008848109,0.0001545792,0.003933738,0.9938263],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.029737,"threshold_uncertainty_score":0.9996569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008522994796350977,"score_gpt":0.2271055537670269,"score_spread":0.2185825589706759,"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."}}