{"id":"W2789502814","doi":"10.1111/jfd.12792","title":"Design standards for experimental and field studies to evaluate diagnostic accuracy of tests for infectious diseases in aquatic animals","year":2018,"lang":"en","type":"review","venue":"Journal of Fish Diseases","topic":"Animal Disease Management and Epidemiology","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"Fisheries Research and Development Corporation; Department of Agriculture and Water Resources, Australian Government; Commonwealth Scientific and Industrial Research Organisation","keywords":"Checklist; Clinical study design; Risk analysis (engineering); Computer science; Risk assessment; Biology; Medical physics; Clinical trial; Bioinformatics; Medicine","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5163301,0.004365562,0.0109807,0.0118487,0.004457044,0.008809368,0.008270475,0.01250827,0.01181312],"category_scores_gemma":[0.6534988,0.003645247,0.02098243,0.01213863,0.007287108,0.005991597,0.007347794,0.006618069,0.00387642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0100474,"about_ca_system_score_gemma":0.03154518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004448658,"about_ca_topic_score_gemma":0.007391715,"domain_scores_codex":[0.2796229,0.4316171,0.2175057,0.01590883,0.05231657,0.003028993],"domain_scores_gemma":[0.3149311,0.4260544,0.09425195,0.07154211,0.09050899,0.002711455],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"systematic_review","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01385893,0.0008789708,0.01269551,0.5049632,0.03282408,0.0006168535,0.004782759,0.004694428,0.0029615,0.04464877,0.03972129,0.3373536],"study_design_scores_gemma":[0.02441686,0.006116286,0.02609701,0.3805919,0.04325611,0.0006312917,0.002261656,0.004518813,0.008936311,0.06937128,0.4330218,0.0007807354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.004894447,0.04667016,0.159988,0.005557971,0.006260421,0.7519373,0.01269526,0.0008189974,0.01117748],"genre_scores_gemma":[0.01501283,0.006260436,0.18736,0.002790018,0.0003291747,0.7852026,0.002147069,0.0001037803,0.000793956],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4836699,"threshold_uncertainty_score":0.5964511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.168660926833962,"score_gpt":0.4396602189399517,"score_spread":0.2709992921059897,"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."}}