{"id":"W4249520148","doi":"10.1515/iupac.81.0527","title":"Limnology","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Glossary; Ecotoxicology; Limnology; Ecology; Environmental science; Biology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001164491,0.001588051,0.001482024,0.004974111,0.001032745,0.003718014,0.002591864,0.001367796,0.1122819],"category_scores_gemma":[0.007068891,0.0006300975,0.001277552,0.00866035,0.0003650274,0.002900469,0.003189236,0.001853306,0.1286857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001994776,"about_ca_system_score_gemma":0.003295239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03230309,"about_ca_topic_score_gemma":0.06188982,"domain_scores_codex":[0.9983948,0.0002652428,0.0002544588,0.0004361135,0.0004159779,0.0002334001],"domain_scores_gemma":[0.9960861,0.0007747585,0.000489938,0.000944827,0.001397874,0.0003065259],"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":[0.00005374273,0.00001385826,0.003831707,0.001324427,0.00004120382,0.00003088291,0.00004472692,0.0003288047,0.0001118053,0.00158849,0.981455,0.01117537],"study_design_scores_gemma":[0.00003939235,0.000004442756,0.004074867,0.0004934663,0.00001510316,0.00004284404,0.00009595039,0.0001547165,0.0001016921,0.00111036,0.993849,0.0000182801],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001703747,0.0001631324,0.0001320772,0.0001058063,0.00003614448,0.00001119479,0.996358,0.000239382,0.002783867],"genre_scores_gemma":[0.0005956576,0.0002249484,0.0004668532,0.00008581726,0.00001022445,0.00005241363,0.9968926,0.00008133311,0.001590317],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.8877181,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01755712287101533,"score_gpt":0.4307083623560155,"score_spread":0.4131512394850001,"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."}}