{"id":"W3080717269","doi":"10.3354/aei00373","title":"A stepwise integrated risk-assessment framework in aquaculture: the case of sea lice tolerance to freshwater treatments on salmon farms","year":2020,"lang":"en","type":"article","venue":"Aquaculture Environment Interactions","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"U.S. Geological Survey; Fiskeri - og havbruksnæringens forskningsfond; Norges Miljø- og Biovitenskapelige Universitet; Atlantic Veterinary College","keywords":"Ranking (information retrieval); Risk assessment; Aquaculture; Fishery; Environmental resource management; Biology; Risk analysis (engineering); Computer science; Business; Machine learning; Fish <Actinopterygii>; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02102322,0.001960171,0.001264388,0.004637769,0.00145863,0.004878371,0.002895302,0.003164569,0.003814844],"category_scores_gemma":[0.02550664,0.0007969114,0.003330737,0.002296228,0.002712398,0.002705986,0.004303772,0.002994215,0.0003330818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004337587,"about_ca_system_score_gemma":0.006834146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02016677,"about_ca_topic_score_gemma":0.02420153,"domain_scores_codex":[0.9844662,0.01197674,0.0005256981,0.0007562693,0.00149952,0.0007756677],"domain_scores_gemma":[0.9724122,0.02124085,0.001961022,0.0005297104,0.003085123,0.0007711524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002196177,0.0004034179,0.01416754,0.0009758623,0.0005711847,0.001844473,0.002643385,0.725401,0.001361293,0.1849964,0.002117489,0.06529832],"study_design_scores_gemma":[0.00006960081,0.000541169,0.004671543,0.0004880245,0.0003310136,0.0003115469,0.002875603,0.7784552,0.0007293118,0.2061333,0.005224576,0.0001691646],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1249372,0.001796634,0.8440839,0.007322813,0.0001575074,0.000838496,0.0007217377,0.0002600033,0.01988172],"genre_scores_gemma":[0.7013158,0.001194218,0.2918008,0.0003861235,0.0001034822,0.0008271458,0.0003203851,0.00004818651,0.004003825],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02102322,"threshold_uncertainty_score":0.1111827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01639225194366672,"score_gpt":0.3167599900566824,"score_spread":0.3003677381130157,"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."}}