{"id":"W4235537212","doi":"10.1515/iupac.81.0738","title":"Quality Guidelines","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Glossary; Ecotoxicology; Quality (philosophy); Computer science; Ecology; Biology; Epistemology; Linguistics; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01190087,0.001524363,0.002052359,0.01147572,0.001881506,0.007424999,0.004389508,0.003437532,0.234856],"category_scores_gemma":[0.09693059,0.00101493,0.00249054,0.01944636,0.0008477394,0.006439658,0.004205092,0.003183992,0.1395234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005111731,"about_ca_system_score_gemma":0.01248869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03415487,"about_ca_topic_score_gemma":0.04865491,"domain_scores_codex":[0.9838628,0.003512107,0.005104558,0.00303658,0.003488036,0.0009959828],"domain_scores_gemma":[0.9371387,0.02014358,0.005579056,0.01038068,0.02474578,0.002012117],"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":[0.00007817785,0.00001792552,0.000907418,0.001898506,0.00003533892,0.00002027115,0.00004739036,0.0001527019,0.00005968389,0.002334132,0.9837829,0.01066561],"study_design_scores_gemma":[0.0001189742,0.000009856652,0.001845377,0.001710299,0.00002886339,0.00003805349,0.00008804799,0.0001533525,0.0001030484,0.003777353,0.9921014,0.00002559934],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001376867,0.0004221185,0.0009508312,0.0007536226,0.0001222651,0.000294972,0.9899077,0.000811401,0.00659934],"genre_scores_gemma":[0.0006477993,0.0004938858,0.003071896,0.0006404138,0.00003688004,0.001003065,0.9903631,0.0003364382,0.003406493],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.234856,"threshold_uncertainty_score":0.7856715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0366060563999502,"score_gpt":0.4473648789452425,"score_spread":0.4107588225452923,"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."}}