{"id":"W7042646484","doi":"","title":"Profiling marine biotoxins in the Salish Sea","year":2022,"lang":"en","type":"article","venue":"Western CEDAR (Western Washington University)","topic":"Marine Toxins and Detection Methods","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Algal bloom; Eutrophication; Marine ecosystem; Ecosystem; Fish kill; Paralytic shellfish poisoning; Red tide; Aquaculture; Marine toxin","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002180326,0.0003002726,0.0001506842,0.001314062,0.0004333579,0.0005979369,0.0001593655,0.0002294979,0.0004662737],"category_scores_gemma":[0.000238721,0.0001230308,0.0002383101,0.001173638,0.0001618724,0.0001985019,0.0003181351,0.0002034177,0.0001987263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005001421,"about_ca_system_score_gemma":0.0003974135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06150096,"about_ca_topic_score_gemma":0.1004822,"domain_scores_codex":[0.9998583,0.00001076086,0.00001257911,0.00004476002,0.00005469707,0.0000187957],"domain_scores_gemma":[0.9998415,0.00001226344,0.00005429975,0.000009030069,0.00006157887,0.00002124816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000194939,0.00006599392,0.7842895,0.00005345891,0.00005333902,0.000154953,0.0004120753,0.0009714231,0.1996915,0.00005124214,0.0001868912,0.01387457],"study_design_scores_gemma":[0.000005488374,0.0001213264,0.9828879,0.000006679149,0.0000306241,0.00007520926,0.0006306961,0.00121743,0.014047,0.00002693562,0.000940889,0.000009828365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977953,0.0000801627,0.0005050457,0.00002436171,0.000003799005,0.00001626596,0.0009401152,0.00002671439,0.0006081388],"genre_scores_gemma":[0.9902597,0.00028481,0.004061235,0.0001181538,0.000006279516,0.00002461361,0.00401636,0.00001369459,0.001215204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06150096,"threshold_uncertainty_score":0.122286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01787528552050596,"score_gpt":0.2328555798550084,"score_spread":0.2149802943345024,"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."}}