{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001155599,0.001346773,0.001010122,0.003291026,0.002067491,0.004867997,0.00183037,0.001651646,0.8013605],"category_scores_gemma":[0.007182082,0.0005478556,0.0008378377,0.002911814,0.0006116346,0.003601375,0.002620192,0.002686011,0.7118194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001538309,"about_ca_system_score_gemma":0.002225735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002868513,"about_ca_topic_score_gemma":0.003568184,"domain_scores_codex":[0.9989138,0.0001189737,0.00008798987,0.0001976814,0.0005708007,0.000110844],"domain_scores_gemma":[0.9965475,0.0005858392,0.0001371493,0.0004175845,0.001702173,0.0006098954],"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":[0.00002091977,0.00001685036,0.00007071023,0.0001147608,0.000001708773,0.00003735952,0.0000389465,0.00003573676,0.00009646184,0.001990645,0.9582472,0.0393286],"study_design_scores_gemma":[0.000002538018,0.000008075478,0.000107021,0.00005348891,9.875765e-7,0.0000402837,0.00003423721,0.00001552557,0.00004045518,0.0007870719,0.9989073,0.000002932926],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007342751,0.00549479,0.004523936,0.009584981,0.04978385,0.0006228638,0.01926073,0.003463747,0.9065308],"genre_scores_gemma":[0.001803885,0.002643841,0.001766314,0.00224072,0.004822365,0.000185062,0.01118057,0.001152466,0.9742047],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8013605,"threshold_uncertainty_score":0,"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."}}