{"id":"W4223480709","doi":"10.1111/jfd.13621","title":"Infectious disease detection associated with trends in production, environmental and biosecurity factors for shrimp (<i>Litopenaeus vannamei</i> and <i>Penaeus monodon</i>) production systems in Banyuwangi, Indonesia","year":2022,"lang":"en","type":"article","venue":"Journal of Fish Diseases","topic":"Aquatic life and conservation","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Shrimp; Penaeus monodon; Litopenaeus; Shrimp farming; Biosecurity; Fishery; Penaeidae; Production (economics); Productivity; Biology; Penaeus; Business; Agriculture; Agricultural science; Aquaculture; Decapoda; Fish <Actinopterygii>; Economics; Ecology; Crustacean","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":[0.0002596196,0.0001172264,0.000195181,0.00008210835,0.0002055085,0.00005351474,0.00005883991,0.00002977689,0.00001131856],"category_scores_gemma":[0.0001488765,0.00005848172,0.00004522489,0.0002594384,0.00004377583,0.0003445748,0.00002998351,0.000122294,5.396569e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001403897,"about_ca_system_score_gemma":0.00001842059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001730697,"about_ca_topic_score_gemma":0.0006410391,"domain_scores_codex":[0.9989398,0.0001696482,0.0003053041,0.0002143048,0.000228669,0.0001422352],"domain_scores_gemma":[0.9994242,0.0000954089,0.0003061969,0.00003435794,0.00003408334,0.0001057148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003987199,0.0004231003,0.9849917,0.00001445495,0.00002229743,0.000008813154,0.0001771,0.0001674232,0.003159127,0.000002040808,0.0002640913,0.01037109],"study_design_scores_gemma":[0.0004938614,0.0005352382,0.9970203,0.00003241123,0.00005734341,0.00002058696,0.001004675,0.0001384318,0.0001303238,0.0001030382,0.0003401356,0.0001236392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978322,0.0004980409,0.000001317727,0.001013828,0.0001974541,0.0003307661,0.0001132767,0.00001111462,0.000002013501],"genre_scores_gemma":[0.9995565,0.000075415,0.000001162813,0.00007951872,0.0001360363,0.00005617149,0.00006603688,0.000002078897,0.00002707847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01202858,"threshold_uncertainty_score":0.2384815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01146614074237927,"score_gpt":0.1917706380807347,"score_spread":0.1803044973383554,"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."}}