{"id":"W3170539568","doi":"10.3390/toxins13060413","title":"Asynchrony of Gambierdiscus spp. Abundance and Toxicity in the U.S. Virgin Islands: Implications for Monitoring and Management of Ciguatera","year":2021,"lang":"en","type":"article","venue":"Toxins","topic":"Marine Toxins and Detection Methods","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University","funders":"National Institute of Environmental Health Sciences; National Institutes of Health; Natural Science Foundation of Guangxi Province; National Natural Science Foundation of China","keywords":"Ciguatera; Benthic zone; Ciguatoxin; Abundance (ecology); Trophic level; Biology; Ecology; Reef; Coral reef; Fishery; Fish <Actinopterygii>","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002994426,0.00005780294,0.0001019712,0.00001692553,0.00005266547,0.0000117031,0.00007612937,0.0000209734,0.000073738],"category_scores_gemma":[0.00001166828,0.00004417391,0.00002280142,0.0001524011,0.00007180025,0.00005640367,0.0001206162,0.00003826083,7.108972e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001891239,"about_ca_system_score_gemma":0.000002973521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000064769,"about_ca_topic_score_gemma":0.00008860436,"domain_scores_codex":[0.9994717,0.00004223943,0.0001567501,0.0001593736,0.00007458878,0.00009531402],"domain_scores_gemma":[0.9996847,0.00005882118,0.00003928115,0.0001900035,0.000005575619,0.00002163899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005278305,0.0003354481,0.4196418,0.0003842674,0.00004321487,0.000005838147,0.002205681,0.0002779645,0.3315848,0.002348022,0.0002895068,0.2428307],"study_design_scores_gemma":[0.0003139353,0.00004657374,0.9300702,0.00002092888,0.00001276665,0.000006661173,0.000326245,0.0001749424,0.06591824,0.001482574,0.001564392,0.00006256655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852494,0.0001253529,0.006443017,0.0003333781,0.00003291537,0.0001990224,0.00001275259,0.000004982737,0.007599208],"genre_scores_gemma":[0.9866735,0.000307492,0.01272113,0.00002391309,0.00001289554,0.00003759226,9.489386e-7,0.000003986363,0.0002184926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5104283,"threshold_uncertainty_score":0.180136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02037294563407641,"score_gpt":0.3001511798128775,"score_spread":0.2797782341788011,"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."}}