{"id":"W4394860124","doi":"10.1016/j.envres.2024.118944","title":"Longitudinal study of paralytic shellfish toxins along Canada's coast","year":2024,"lang":"en","type":"article","venue":"Environmental Research","topic":"Marine Toxins and Detection Methods","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Saskatchewan; University of Victoria","funders":"National Research Council Canada; Alliance de recherche numérique du Canada; Western Canada Research Grid; Canadian Food Inspection Agency","keywords":"Shellfish; Shellfish poisoning; Mytilus; Paralytic shellfish poisoning; Nova scotia; Seasonality; Contamination; Fishery; Abundance (ecology); Mollusca; Saxitoxin; Biology; Blue mussel; Environmental science; Ecology; Aquatic animal; Oceanography; Fish <Actinopterygii>; Toxin","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003718192,0.0002634105,0.0002372857,0.000991129,0.001319338,0.0006004626,0.0004297999,0.0002596378,0.0007318412],"category_scores_gemma":[0.0009807985,0.0002388369,0.0002128813,0.00155626,0.000540778,0.0002335063,0.0005457126,0.0005427558,0.0001780031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006954371,"about_ca_system_score_gemma":0.009274446,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9669329,"about_ca_topic_score_gemma":0.9870344,"domain_scores_codex":[0.9996271,0.00002659368,0.00001608619,0.00007709739,0.0001124704,0.0001405501],"domain_scores_gemma":[0.9976997,0.00006983089,0.0003192827,0.00007593993,0.001445879,0.000389318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004525115,0.00001630331,0.9961956,0.00000641799,0.00002292012,0.00004941133,0.0004763759,0.00003976469,0.0009239941,0.00001968675,0.0001716676,0.002032612],"study_design_scores_gemma":[9.805605e-7,0.00001562023,0.9992589,0.000003902609,0.000005614308,0.00001379979,0.0004077617,0.00004487497,0.00007590557,0.000002877292,0.0001676206,0.000002030972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983828,0.00009707435,0.00007877952,0.00004858412,0.000002827498,0.00001288343,0.0008129805,0.000003900351,0.0005600924],"genre_scores_gemma":[0.9973173,0.0001887096,0.0002038185,0.00004422821,0.000001891978,0.00001423214,0.001142072,0.000002668882,0.001085094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03306711,"threshold_uncertainty_score":0.06652361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05909967656228153,"score_gpt":0.3565398648583771,"score_spread":0.2974401882960956,"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."}}