{"id":"W4318683014","doi":"10.1016/j.cvfa.2022.10.001","title":"Interpretation and Analysis of Individual Diagnostic Tests and Performance","year":2023,"lang":"en","type":"review","venue":"Veterinary Clinics of North America Food Animal Practice","topic":"Animal health and immunology","field":"Veterinary","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Contextualization; Interpretation (philosophy); Medical prescription; Context (archaeology); Test (biology); Diagnostic test; Population; Medicine; Psychology; Computer science; Veterinary medicine; Nursing; Environmental health; Biology; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.007200947,0.001907782,0.003121068,0.005363502,0.0002383014,0.002058608,0.002524735,0.001733819,0.002012499],"category_scores_gemma":[0.0124667,0.0005229824,0.001402359,0.002403123,0.001089358,0.00104931,0.0008199036,0.001456746,0.001849248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001182758,"about_ca_system_score_gemma":0.002786117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002881944,"about_ca_topic_score_gemma":0.003720433,"domain_scores_codex":[0.9947097,0.001436251,0.0008415075,0.0008322352,0.001963176,0.0002170183],"domain_scores_gemma":[0.987135,0.006936693,0.001649307,0.0004948655,0.00361308,0.0001709433],"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":[0.0001252044,0.00005531729,0.003106385,0.008174259,0.0002222971,0.0001820932,0.00005452412,0.0002718213,0.00177077,0.0008459426,0.01488304,0.9703084],"study_design_scores_gemma":[0.0001346087,0.0008526246,0.03329076,0.03310858,0.004037795,0.009461083,0.0003547664,0.002104353,0.01499043,0.006479152,0.8949651,0.0002207893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009771535,0.986161,0.006281621,0.001346208,0.001054407,0.00008225377,0.0002431529,0.0001384889,0.003715671],"genre_scores_gemma":[0.01808649,0.9539588,0.01941953,0.002055615,0.003524514,0.0001446696,0.0007145696,0.00005117687,0.002044666],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007200947,"threshold_uncertainty_score":0.03808266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1739386595007117,"score_gpt":0.4488430345167944,"score_spread":0.2749043750160827,"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."}}