{"id":"W2899010067","doi":"10.1016/j.prevetmed.2018.10.023","title":"Design, statistical analysis and reporting standards for test accuracy studies for infectious diseases in animals: Progress, challenges and recommendations","year":2018,"lang":"en","type":"review","venue":"Preventive Veterinary Medicine","topic":"Animal Disease Management and Epidemiology","field":"Agricultural and Biological Sciences","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Test (biology); Context (archaeology); Medicine; Quality (philosophy); Environmental health; Biology","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":[0.0021595,0.0003069113,0.001782624,0.00009795421,0.0001947118,0.00001814157,0.00009824095,0.00009322062,0.00003538442],"category_scores_gemma":[0.01474547,0.0001229265,0.0001620119,0.0002687573,0.0003743422,0.00007847243,0.0001826747,0.00007704502,2.759942e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005527267,"about_ca_system_score_gemma":0.00001992345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009177141,"about_ca_topic_score_gemma":0.00007030032,"domain_scores_codex":[0.9973986,0.0004934518,0.001077094,0.0006363111,0.0001068226,0.0002877454],"domain_scores_gemma":[0.9879453,0.01060502,0.00111031,0.00006104721,0.000176843,0.0001015547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008561584,0.00008164818,0.001070266,0.006054868,0.0008009424,0.00001274388,0.00008515047,1.75732e-8,0.000002180273,0.0001417699,0.0009424784,0.9907223],"study_design_scores_gemma":[0.0005312361,0.01158198,0.04973964,0.008639071,0.00898092,0.00002394005,0.0008691403,0.00009574056,7.72093e-8,0.006634327,0.9123672,0.0005366867],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007513373,0.9947776,0.0006288656,0.0008582646,0.00006307271,0.002135241,0.0007385755,0.00003520019,0.00001187959],"genre_scores_gemma":[0.004563029,0.9923006,0.0008238753,0.00002235921,0.0002824285,0.001438994,0.0005435096,0.000003672767,0.00002154738],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9901856,"threshold_uncertainty_score":0.9935538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3838422303093766,"score_gpt":0.4976270754447015,"score_spread":0.1137848451353249,"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."}}