{"id":"W1591691866","doi":"10.1080/00103620009370554","title":"Analytical methods and quality assurance","year":2000,"lang":"en","type":"article","venue":"Communications in Soil Science and Plant Analysis","topic":"Chemical and Environmental Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Sample (material); Database; Computer science; Quality assurance; Identification (biology); ASCII; Staffing; Purchasing; Consumables; Microcomputer; Operating system; Engineering; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001950036,0.00005732886,0.0001404334,0.0001951116,0.0001934874,0.0001205175,0.001137,0.00002451167,0.00002157906],"category_scores_gemma":[0.0001204826,0.0000489594,0.0000254689,0.002477667,0.000610914,0.0002837079,0.0004511731,0.000134396,0.000004662075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003538367,"about_ca_system_score_gemma":0.00002511813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003486734,"about_ca_topic_score_gemma":0.0001973824,"domain_scores_codex":[0.9990885,0.00008911522,0.0001582392,0.00025318,0.0002379693,0.0001729453],"domain_scores_gemma":[0.9985836,0.0004195968,0.00001592785,0.0008605708,0.00001741531,0.000102922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007865632,0.0001968734,0.1854274,0.00002201354,0.0001012696,0.00000300541,0.001260907,0.004073743,0.00539548,0.03674684,0.00005802473,0.7667066],"study_design_scores_gemma":[0.00005515235,0.000004645438,0.1919659,0.000005143691,0.00001418875,0.00000242016,0.00001893267,0.8055747,0.0002501589,0.0004035853,0.001623674,0.00008149114],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9628356,0.001441339,0.02332602,0.002724105,0.000009757618,0.0000608674,0.000008217312,0.00004210349,0.009552021],"genre_scores_gemma":[0.9500542,0.002406961,0.0473578,0.00005302503,0.000002373088,0.000005915036,0.000003709034,9.988105e-7,0.0001150031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8015009,"threshold_uncertainty_score":0.2250938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06704526094711971,"score_gpt":0.3885743168422481,"score_spread":0.3215290558951284,"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."}}