{"id":"W4237112382","doi":"10.1021/bk-2002-0807.pr001","title":"Preface","year":2002,"lang":"en","type":"other","venue":"ACS symposium series","topic":"Biochemical Analysis and Sensing Techniques","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Citation; Library science; 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":[],"category_scores_codex":[0.00003921869,0.0003042658,0.0004029881,0.000127991,0.00005699464,0.0000725453,0.0002365964,0.0005058261,0.001012192],"category_scores_gemma":[0.00001544912,0.0002612682,0.0001323973,0.0001463932,0.0001408357,0.00005181072,0.00007336061,0.000222149,0.0002356296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003382432,"about_ca_system_score_gemma":0.000003760302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002219689,"about_ca_topic_score_gemma":0.00005960994,"domain_scores_codex":[0.9989184,0.00003988281,0.0001931738,0.0003805065,0.0002063531,0.0002616865],"domain_scores_gemma":[0.9991893,0.00001435341,0.0001527421,0.0005522132,0.00002964659,0.00006172954],"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":[0.00001437287,0.00003114459,0.00001428088,0.00007113905,0.00004435224,0.000004228168,0.00007290512,1.827402e-7,0.02924178,0.0001619897,0.9697714,0.0005721887],"study_design_scores_gemma":[0.00005262138,0.00006694763,0.000001621342,0.0001728585,0.0001076086,0.00001059245,0.000008024482,0.000005880642,0.08905585,0.0003492726,0.9098508,0.0003179445],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008546613,0.001502282,0.00002446158,0.005486845,0.0005192758,0.0001756848,0.00003279684,0.001561091,0.9906121],"genre_scores_gemma":[0.003136507,0.0006087773,0.0029373,0.0004946153,0.0006068678,0.000008923086,0.00006514453,0.0004843422,0.9916575],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05992065,"threshold_uncertainty_score":0.999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009796264373012372,"score_gpt":0.2257996016998249,"score_spread":0.2160033373268125,"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."}}