{"id":"W2164109056","doi":"10.1111/jfd.12051","title":"Sea lice monitoring on <scp>A</scp>tlantic salmon farms in <scp>N</scp>ew <scp>B</scp>runswick, <scp>C</scp>anada: comparing audit and farm staff counts","year":2013,"lang":"en","type":"article","venue":"Journal of Fish Diseases","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"Atlantic Canada Opportunities Agency; Canada Excellence Research Chairs, Government of Canada; Innovation PEI","keywords":"Biology; Audit; Fishery; Veterinary medicine; Fish <Actinopterygii>; Animal science; Accounting; Medicine; Business","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003108472,0.0005168254,0.0007093993,0.0003160944,0.0004234698,0.0002768897,0.0006659707,0.0002648528,0.0001035562],"category_scores_gemma":[0.002513786,0.0004689714,0.0002528388,0.0004197723,0.0003096491,0.0009174128,0.0002446066,0.0009385184,0.0007678699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004860706,"about_ca_system_score_gemma":0.0001277001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008831654,"about_ca_topic_score_gemma":0.0005383635,"domain_scores_codex":[0.9966364,0.0002272431,0.0008386488,0.0005906246,0.0007781581,0.0009289557],"domain_scores_gemma":[0.99473,0.003300302,0.0007398512,0.0003880478,0.00008547276,0.0007563163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008240674,0.0007286475,0.8953288,0.00006157241,0.0001564897,0.0001894946,0.0009106974,0.0009589581,0.002930387,0.00002979295,0.09742246,0.001274445],"study_design_scores_gemma":[0.0008128937,0.0002883032,0.9083727,0.0003437079,0.0001554492,0.0001467733,0.003220471,0.0004451367,0.001536009,0.00025854,0.08434675,0.00007324287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807016,0.001553519,0.0000240269,0.0001253185,0.001171381,0.0003475399,0.0001041751,0.00006005655,0.01591242],"genre_scores_gemma":[0.9929096,0.001677043,0.00009265581,0.0004714264,0.0006742104,0.00002713728,0.00002349368,0.00005424589,0.004070224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01307571,"threshold_uncertainty_score":0.9997762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01626420877587578,"score_gpt":0.2736186966388275,"score_spread":0.2573544878629518,"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."}}