{"id":"W4282046088","doi":"10.1101/2022.06.07.495188","title":"Lake Erie fish safe to eat yet afflicted by algal hepatotoxins","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Natural Resources and Forestry; University of Toronto; Ministry of the Environment, Conservation and Parks; University of Guelph","funders":"","keywords":"Algal bloom; Microcystin; Fish kill; Fishery; Cyanotoxin; Hepatotoxin; Environmental health; Population; Freshwater ecosystem; Biology; Aquatic ecosystem; Fish mortality; Stressor; Fish <Actinopterygii>; Ecosystem; Ecology; Cyanobacteria; Toxicity; Medicine; Phytoplankton","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":[0.0002213138,0.0002534839,0.0001873982,0.0003630203,0.0005133966,0.0005477562,0.0001904604,0.0003171207,0.003574046],"category_scores_gemma":[0.0003539975,0.0001784067,0.0001834384,0.0003715905,0.0003043947,0.000347549,0.000682728,0.0002738036,0.0006228835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009584684,"about_ca_system_score_gemma":0.0008089418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05270377,"about_ca_topic_score_gemma":0.1710115,"domain_scores_codex":[0.9998317,0.00001048526,0.00001137179,0.00004477411,0.00005392719,0.00004785441],"domain_scores_gemma":[0.9997316,0.00001565784,0.0001146016,0.00001869868,0.00009378978,0.00002560026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004921129,0.00009931473,0.6890783,0.0002810612,0.0001840758,0.001023747,0.001057494,0.000718538,0.2752531,0.0003951237,0.003874339,0.02754279],"study_design_scores_gemma":[0.000008768232,0.0001597639,0.9728592,0.00005276022,0.00005394684,0.0004045435,0.001287974,0.0003305414,0.01483802,0.0001103282,0.009874752,0.00001935989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928814,0.0002213368,0.0003726287,0.0002956906,0.000009159704,0.00001738948,0.001240238,0.00004853271,0.00491368],"genre_scores_gemma":[0.9879475,0.0003528144,0.0015594,0.0004806225,0.000006232317,0.00003894381,0.001764442,0.00002259613,0.007827421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05270377,"threshold_uncertainty_score":0.104794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007599252735647806,"score_gpt":0.1982338176435139,"score_spread":0.1906345649078661,"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."}}