{"id":"W4318052358","doi":"10.3390/microbiolres14010012","title":"Heterosigma akashiwo, a Fish-Killing Flagellate","year":2023,"lang":"en","type":"article","venue":"Microbiology Research","topic":"Marine Toxins and Detection Methods","field":"Environmental Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Heterosigma akashiwo; Flagellate; Algal bloom; Biology; Fish mortality; Fish <Actinopterygii>; Ecology; Fishery; Phytoplankton; Botany","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":[0.0001130382,0.0005060408,0.000229771,0.0004937052,0.0003590863,0.0004186947,0.0001929828,0.0004280511,0.0005309524],"category_scores_gemma":[0.0001165511,0.0001010572,0.000205744,0.0004086543,0.0002801447,0.0006498199,0.0005235181,0.0003565788,0.0002926914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002350542,"about_ca_system_score_gemma":0.0003221332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001341561,"about_ca_topic_score_gemma":0.002193997,"domain_scores_codex":[0.9998931,0.000008445124,0.00001282287,0.00003282344,0.00003270514,0.00002005863],"domain_scores_gemma":[0.9999176,0.000008409856,0.00002912497,0.000004203258,0.00002308019,0.00001748854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001629677,0.00003564349,0.01489146,0.001924039,0.00002902284,0.001309794,0.0004089441,0.0002182042,0.8583897,0.001610518,0.0006090446,0.1204106],"study_design_scores_gemma":[0.00002085056,0.001431568,0.1356439,0.0006601393,0.0001716892,0.01340612,0.002077266,0.0008023194,0.6541588,0.002025606,0.189484,0.0001178261],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7859909,0.1684641,0.02011606,0.001593328,0.0007846101,0.000127179,0.0008511495,0.0002349652,0.02183772],"genre_scores_gemma":[0.9179657,0.0535429,0.01265998,0.0006728775,0.0001247163,0.00003788157,0.0006904546,0.00001624859,0.01428928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001341561,"threshold_uncertainty_score":0.002667546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09501024363392707,"score_gpt":0.389501829227844,"score_spread":0.294491585593917,"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."}}