{"id":"W4213321145","doi":"10.2166/wst.2021.640","title":"Simplified validation of the ELISA kit determination of Microcystins in surface water","year":2021,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Ministry of Science and Technology of the People's Republic of China","keywords":"Microcystin; Chromatography; Detection limit; Reproducibility; Chemistry; Standard curve; Environmental chemistry; Biology; Cyanobacteria","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":[0.007152694,0.001297073,0.0008692013,0.001381577,0.0005343714,0.0009233676,0.001063953,0.001088166,0.0006613895],"category_scores_gemma":[0.006108316,0.0006466456,0.00090976,0.0006444886,0.0008533034,0.0006764189,0.001021905,0.0007752159,0.0008108087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000612865,"about_ca_system_score_gemma":0.001450402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00173111,"about_ca_topic_score_gemma":0.003107173,"domain_scores_codex":[0.9877502,0.003537159,0.001368436,0.001393454,0.005594744,0.0003559922],"domain_scores_gemma":[0.9959356,0.0007705635,0.000543266,0.0004881405,0.002181537,0.00008091347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000173298,0.0001660728,0.005091493,0.0006540175,0.0000693365,0.0001522908,0.0001832806,0.00141674,0.9602774,0.0003993832,0.0004926549,0.030924],"study_design_scores_gemma":[0.00004250512,0.001512007,0.01549948,0.0001905665,0.0001943264,0.0007446159,0.0001476407,0.009727923,0.9550638,0.000384036,0.01639327,0.00009991299],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4868883,0.008206887,0.4926714,0.0006789544,0.000584906,0.00303322,0.002042918,0.001772854,0.00412048],"genre_scores_gemma":[0.4071593,0.005958091,0.5724682,0.0006983776,0.0001638878,0.00297488,0.004561604,0.0001992188,0.005816509],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007152694,"threshold_uncertainty_score":0.03782749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007008456780967154,"score_gpt":0.2161692079988123,"score_spread":0.2091607512178452,"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."}}