{"id":"W4255116858","doi":"10.1515/iupac.53.0026","title":"Development and Evaluation of Simplified Approaches to Residue AnalysisAll correspondance should be addressed to the Secretary, R. Greenhalgh, CBRI, Agriculture Canada, Ottawa, K1A OC6, Canada.","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Pesticide Residue Analysis and Safety","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chromatography; Residue (chemistry); Chemistry; Pesticide; Triazine; Carbamate; Environmental chemistry; Environmental science; Biology; Organic chemistry; Agronomy","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":[],"consensus_categories":[],"category_scores_codex":[0.002235806,0.0005504797,0.0009518023,0.00005930645,0.0003887757,0.00007386613,0.0008991119,0.0002589315,0.0004522834],"category_scores_gemma":[0.0008798568,0.0001870836,0.0001255225,0.0009431044,0.00006231059,0.00005260901,0.0002821912,0.0003174033,2.296721e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008845553,"about_ca_system_score_gemma":0.00351187,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9369032,"about_ca_topic_score_gemma":0.9999085,"domain_scores_codex":[0.9937719,0.0004496197,0.0008966227,0.0008691477,0.003450661,0.0005621217],"domain_scores_gemma":[0.9972127,0.0004347955,0.0004901949,0.0003913657,0.001015068,0.0004558556],"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":[0.0001356414,0.00004368498,0.00009338341,0.0000282373,0.0002742554,0.00001313056,0.000036973,0.0003511188,0.000505677,0.000003797305,0.9820755,0.01643859],"study_design_scores_gemma":[0.0001971942,0.00008550254,0.04701758,0.0001542233,0.0005151581,0.000004118636,0.0002900496,0.00006804523,0.0003412719,0.000006854705,0.9508459,0.0004740988],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.08211297,0.0007675465,0.00001004201,0.01882044,0.0001052239,0.0006784228,0.8974677,0.000009537058,0.00002810564],"genre_scores_gemma":[0.03296495,0.0001109208,0.00006705485,0.00219911,0.0004497763,0.00007620389,0.9636405,0.000005026042,0.0004864325],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.06617281,"threshold_uncertainty_score":0.7629048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08972657704825533,"score_gpt":0.3338904697045773,"score_spread":0.2441638926563219,"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."}}