{"id":"W3084334942","doi":"10.1002/eap.2226","title":"Bias in self‐reported parasite data from the salmon farming industry","year":2020,"lang":"en","type":"article","venue":"Ecological Applications","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Victoria; Vancouver Coastal Health; Simon Fraser University; Dalhousie University","funders":"University of Toronto; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Simon Fraser University; University of Victoria","keywords":"Lepeophtheirus; Louse; Fishery; Audit; Business; Population; Ecology; Environmental resource management; Biology; Aquaculture; Environmental science; Fish <Actinopterygii>; Environmental health; Accounting","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001520407,0.00008413364,0.00009710279,0.000006227408,0.0001930225,0.00001807317,0.0006305723,0.0001888283,0.004318966],"category_scores_gemma":[0.0001539844,0.00005698127,0.00002221998,0.000300959,0.000113935,0.000107194,0.0004159326,0.0004994925,0.002843533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004845654,"about_ca_system_score_gemma":0.00001022083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002393343,"about_ca_topic_score_gemma":0.0005014193,"domain_scores_codex":[0.9990671,0.00008014845,0.0002175057,0.0004040698,0.00007409657,0.0001570957],"domain_scores_gemma":[0.9989432,0.0004531778,0.00008470126,0.0004330374,0.000003254415,0.00008260021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005801885,0.0001762329,0.9914609,2.728079e-7,0.00001477155,0.000005268408,0.0001387923,0.0001290917,0.001595031,0.0001251925,0.004416884,0.001931719],"study_design_scores_gemma":[0.00006527961,0.00001313001,0.8001999,7.916358e-7,0.00001357297,0.00000262141,0.00005330818,0.001410093,0.00005148233,0.0003383648,0.1977887,0.00006273161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826596,0.00002200937,0.0006804951,0.009091566,0.00002826333,0.0003804694,0.0001047239,0.00009061809,0.006942239],"genre_scores_gemma":[0.9948567,0.00001605219,0.0009892428,0.003477695,0.00009285613,0.0001968875,0.0002423778,0.000003952889,0.0001242026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1933718,"threshold_uncertainty_score":0.9979329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1532963116198101,"score_gpt":0.3783593142872208,"score_spread":0.2250630026674107,"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."}}