{"id":"W3156152866","doi":"10.1016/j.aquaculture.2021.736792","title":"Salmon lice should be managed before they attach to salmon: Exploring epidemiological factors affecting Lepeophtheirus salmonis abundance on salmon farms","year":2021,"lang":"en","type":"article","venue":"Aquaculture","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"Ocean Frontier Institute","keywords":"Lepeophtheirus; Biology; Salmo; Infestation; Fishery; Population; Aquaculture; Aquatic animal; Stocking; Ecology; Zoology; Fish <Actinopterygii>","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":[0.0007740462,0.0002291042,0.0001757861,0.0003732668,0.000820839,0.0005989773,0.0002985792,0.0005606117,0.001900272],"category_scores_gemma":[0.001880681,0.0001855326,0.0002346628,0.0004595389,0.0005320467,0.0008756266,0.0003755623,0.0005407097,0.0002201271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005560263,"about_ca_system_score_gemma":0.00102024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01427279,"about_ca_topic_score_gemma":0.04648193,"domain_scores_codex":[0.9995393,0.0001654534,0.00003309936,0.00004945831,0.00007184444,0.0001409149],"domain_scores_gemma":[0.998843,0.0002015881,0.0004870899,0.00003005334,0.0001766687,0.0002615502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005642267,0.0001292956,0.9967011,0.00001181554,0.0000105727,0.00007905333,0.0002389238,0.00002216901,0.0005469145,0.00001475347,0.00006949672,0.002119479],"study_design_scores_gemma":[0.000001627199,0.000191715,0.9971414,0.00001028621,0.000007743258,0.00007994287,0.002288243,0.00008366843,0.00007106565,0.00001868723,0.0001033547,0.00000226136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993874,0.00004299951,0.00003696118,0.0001058669,0.000002834651,0.00000483246,0.00002657116,0.000001302839,0.000391244],"genre_scores_gemma":[0.999513,0.00007871391,0.00009924753,0.00003684261,0.000004846449,0.000004440752,0.00003253871,6.314757e-7,0.0002297756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01427279,"threshold_uncertainty_score":0.02837938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056023922923438,"score_gpt":0.3659576750423204,"score_spread":0.2603552827499765,"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."}}