{"id":"W4367032028","doi":"10.2743/jve.26.2","title":"Sustainability of Fisheries and Aquaculture at the Interface of Climate Change and Emerging Infectious Diseases: What Aquatic Epidemiology Has to Offer?","year":2022,"lang":"en","type":"article","venue":"Journal of Veterinary Epidemiology","topic":"Aquaculture disease management and microbiota","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Aquaculture; Fishery; Population; Fishing; Biology; Agriculture; Ecosystem; Ecology; Fish <Actinopterygii>","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002903025,0.0002560359,0.001211032,0.0001735073,0.0003918765,0.000006722421,0.0003130489,0.0001433154,0.0002135447],"category_scores_gemma":[0.002072518,0.0001720061,0.0002288139,0.0001642656,0.0009840691,0.0002305633,0.001267569,0.0004302335,0.000002459923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001263196,"about_ca_system_score_gemma":0.00003983129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000880087,"about_ca_topic_score_gemma":0.00002206276,"domain_scores_codex":[0.994709,0.003266422,0.00120434,0.0003232714,0.00003713069,0.0004598898],"domain_scores_gemma":[0.9962265,0.002008288,0.001267695,0.0003005412,0.0001258091,0.00007119448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0106482,0.0009211713,0.7946786,0.001959676,0.002279314,0.0001203479,0.02260912,0.0003980624,0.07060989,0.003029566,0.03268588,0.06006017],"study_design_scores_gemma":[0.005571008,0.02147399,0.507511,0.0005283206,0.001595228,0.00583853,0.04396326,0.000094624,0.000621893,0.01103564,0.4007694,0.0009970653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9366777,0.04767364,0.0001952645,0.01421332,0.0006386607,0.0004926233,0.00007598061,0.00001122091,0.00002158095],"genre_scores_gemma":[0.9940423,0.00427326,0.00006146637,0.001374552,0.00003938411,0.00004510202,0.00003031552,0.00001457811,0.0001189834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3680835,"threshold_uncertainty_score":0.7014205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05086173588717215,"score_gpt":0.3341990983748542,"score_spread":0.283337362487682,"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."}}