{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001062,0.00125607,0.0009388989,0.003097657,0.002066809,0.004940582,0.001715638,0.001535372,0.8221835],"category_scores_gemma":[0.007382384,0.0005066477,0.0007674006,0.002794145,0.0005667104,0.003740399,0.002486558,0.002565474,0.7466637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001542251,"about_ca_system_score_gemma":0.002010067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002850072,"about_ca_topic_score_gemma":0.003712821,"domain_scores_codex":[0.9989895,0.0001016269,0.00007608728,0.0001746082,0.0005554947,0.0001026117],"domain_scores_gemma":[0.9960763,0.0005761549,0.0001395458,0.0004057706,0.002124189,0.0006781396],"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":[0.00001412677,0.00001235108,0.00004859577,0.0000725108,0.000001066036,0.00002554709,0.00002866002,0.00002726628,0.00006480347,0.001394837,0.9665199,0.03179026],"study_design_scores_gemma":[0.000002336853,0.000007079146,0.000101996,0.0000483118,7.777638e-7,0.00003480851,0.00003506068,0.00001434194,0.00003161972,0.0006396433,0.9990813,0.000002753741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005978057,0.004090769,0.003801296,0.009106798,0.04939608,0.0005162968,0.01579906,0.003312964,0.9133789],"genre_scores_gemma":[0.001460003,0.001917343,0.001364741,0.001993489,0.005081444,0.0001544508,0.008974406,0.001114402,0.9779395],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1778165,"threshold_uncertainty_score":0,"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."}}