{"id":"W4414751747","doi":"10.1016/j.fawpar.2025.e00288","title":"Decision-making and public health: How the prevalence of Contracaecum spp. larvae in market-size tilapia may influence fish sample-size to be inspected prior marketing","year":2025,"lang":"en","type":"article","venue":"Food and Waterborne Parasitology","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency","funders":"","keywords":"Tilapia; Larva; Paratenic; Aquaculture of tilapia; Ichthyoplankton; Fish farming; Aquaculture; Oreochromis","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003440077,0.0002237653,0.000559105,0.0002275361,0.000718999,0.00004651764,0.0003329649,0.0002738883,0.0001820373],"category_scores_gemma":[0.01756738,0.000168089,0.00003335479,0.0006105294,0.0001922513,0.0001900596,0.0003044849,0.0005798573,0.000002859367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001514825,"about_ca_system_score_gemma":0.0008881378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001430172,"about_ca_topic_score_gemma":0.002790881,"domain_scores_codex":[0.9955234,0.001802456,0.0009001123,0.0004929317,0.0001787733,0.001102358],"domain_scores_gemma":[0.9818195,0.01690248,0.0003712249,0.0004021994,0.0002366578,0.0002679032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004389617,0.0001004333,0.9484615,0.002646918,0.00003944782,0.000001772703,0.007368078,0.000002128602,0.00005979752,0.001230032,0.02365508,0.01599589],"study_design_scores_gemma":[0.0007178831,0.0001700949,0.9532109,0.0008269142,0.00001091051,0.00000586831,0.002235924,0.00008284866,0.000007032577,0.000826079,0.04177451,0.0001309924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8283889,0.0005009645,0.00007645779,0.1688432,0.0005338397,0.001146944,0.00009757172,0.0000369443,0.0003750982],"genre_scores_gemma":[0.9793125,0.0007298619,0.001165574,0.01803731,0.0001056391,0.0002354312,0.000002990295,0.00001543497,0.0003952227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1509236,"threshold_uncertainty_score":0.9907081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03578208809400692,"score_gpt":0.3996419762323815,"score_spread":0.3638598881383746,"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."}}