{"id":"W4235448653","doi":"10.1515/iupac.78.0520","title":"Reagent Purity","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Families in Therapy and Culture","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Glossary; Relation (database); Computer science; Pesticide; Environmental chemistry; Management science; Chemistry; Engineering; Ecology; Biology; Data mining","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005475763,0.0005107576,0.0006296784,0.0001084038,0.0001415747,0.00003839736,0.0008029558,0.0009554408,0.07025397],"category_scores_gemma":[0.0001640096,0.0003515187,0.0002724213,0.0001453136,0.0002633283,0.00004794135,0.0001467987,0.0008351692,0.00005676577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002834061,"about_ca_system_score_gemma":0.0002241875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001238157,"about_ca_topic_score_gemma":0.0004279738,"domain_scores_codex":[0.9972039,0.0002317115,0.0004855986,0.0007142297,0.0008037898,0.0005607462],"domain_scores_gemma":[0.9975253,0.00008382405,0.0002578258,0.001687264,0.0002710735,0.0001747138],"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":[0.000441407,0.0003512499,0.000004112691,0.00005464691,0.0003497472,0.0001941556,0.0001095719,7.721905e-8,0.000004571598,0.0001987708,0.9879771,0.01031457],"study_design_scores_gemma":[0.001108983,0.0002865712,0.00006203084,0.0001797194,0.0001061234,0.00003988306,0.0001222366,5.753989e-8,0.000005382636,0.0006007038,0.997021,0.0004672659],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00007243671,0.004636922,0.00003352552,0.0008048397,0.005470544,0.0003237553,0.9863834,0.0001134938,0.002161106],"genre_scores_gemma":[0.000007911553,0.001765834,0.00001750973,0.001377023,0.002322827,0.0000442834,0.9841102,0.00004607012,0.01030834],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.0701972,"threshold_uncertainty_score":0.9998937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02073950552608213,"score_gpt":0.4452134570750261,"score_spread":0.424473951548944,"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."}}