{"id":"W2905191017","doi":"10.1053/j.semnuclmed.2018.11.005","title":"Diagnostic Accuracy Studies","year":2018,"lang":"en","type":"review","venue":"Seminars in Nuclear Medicine","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Hospital; Université de Montréal","funders":"","keywords":"Medicine; Diagnostic test; Diagnostic accuracy; Medical physics; Modalities; Intensive care medicine; Randomized controlled trial; Pathology; Radiology; Pediatrics","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":[],"category_scores_codex":[0.03211508,0.001770421,0.004694699,0.01022252,0.000557833,0.003792263,0.003043524,0.002815188,0.009568713],"category_scores_gemma":[0.1609281,0.0008563134,0.004585161,0.008123368,0.001349792,0.003014475,0.001577884,0.002257732,0.001037248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002831883,"about_ca_system_score_gemma":0.004625235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005672065,"about_ca_topic_score_gemma":0.006676317,"domain_scores_codex":[0.9767023,0.01159561,0.004600425,0.002486811,0.004123114,0.0004917395],"domain_scores_gemma":[0.8591827,0.1208427,0.007364659,0.002992725,0.009233898,0.0003832798],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009781626,0.000119872,0.02756698,0.1613392,0.02531843,0.0002511909,0.0003488212,0.001697644,0.0002503942,0.01546224,0.02712319,0.7395439],"study_design_scores_gemma":[0.00132065,0.001135794,0.06598418,0.287737,0.1358397,0.006185632,0.001289503,0.004822448,0.002599234,0.07091564,0.4217407,0.0004295646],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001043962,0.9932269,0.001992528,0.0009154358,0.0004796745,0.00008322496,0.0006189278,0.00001139039,0.001627885],"genre_scores_gemma":[0.08852004,0.8920823,0.008648502,0.00399684,0.002761192,0.0003575799,0.002538104,0.00004018437,0.00105524],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9678849,"threshold_uncertainty_score":0.1698428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.549222968575292,"score_gpt":0.536232247116469,"score_spread":0.01299072145882296,"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."}}