{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002572408,0.0002327447,0.0001459097,0.000681702,0.0002663443,0.0005937933,0.0002490145,0.0002659781,0.001618545],"category_scores_gemma":[0.0004651608,0.0001687042,0.000313349,0.0004855304,0.0001891771,0.0003241749,0.0003909196,0.0003847483,0.0002537627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005484758,"about_ca_system_score_gemma":0.000432012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.016678,"about_ca_topic_score_gemma":0.03349737,"domain_scores_codex":[0.9997929,0.00002958227,0.00002563376,0.00007396614,0.00003162586,0.0000463271],"domain_scores_gemma":[0.9994583,0.00008310013,0.0002615896,0.00001919558,0.00007655536,0.0001011743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006476195,0.00004346759,0.9945071,0.00002531509,0.00001925756,0.00009025173,0.0001663776,0.0001348121,0.001477094,0.00002124474,0.0002259815,0.003224365],"study_design_scores_gemma":[0.000001043388,0.00006662909,0.9979984,0.00001239304,0.00001359296,0.0001113966,0.0007381744,0.0004692033,0.0003874886,0.00002117118,0.0001768007,0.000003669097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978132,0.00008516697,0.0001232401,0.00003866874,0.00000523052,0.000009477068,0.001276468,0.000005993447,0.0006425651],"genre_scores_gemma":[0.9977986,0.00009021857,0.0002715336,0.00001492546,0.000002283219,0.00001352526,0.001128077,0.000001584453,0.0006792024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.016678,"threshold_uncertainty_score":0.03316188,"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."}}