{"id":"W2002804451","doi":"10.1371/journal.pone.0079934","title":"Is “Appearing Chronically Ill” a Sign of Poor Health? A Study of Diagnostic Accuracy","year":2013,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Likelihood ratios in diagnostic testing; Internal medicine; Confidence interval; Interquartile range; Physical therapy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01761862,0.0004449505,0.0006230239,0.003131599,0.0005044624,0.001711712,0.0009683237,0.001356375,0.001233479],"category_scores_gemma":[0.162162,0.0004772209,0.0006901464,0.001863443,0.001874698,0.002279266,0.001437817,0.0008035788,0.0002993411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005298483,"about_ca_system_score_gemma":0.0004668598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001639011,"about_ca_topic_score_gemma":0.001483198,"domain_scores_codex":[0.9867357,0.006559287,0.002129735,0.00171167,0.002448751,0.0004148157],"domain_scores_gemma":[0.8480263,0.1068739,0.03081497,0.004081905,0.008648847,0.001554151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001032356,0.00001202249,0.9973884,0.00002678639,0.0000792279,0.00003838818,0.0001131363,0.00005585202,0.000043475,0.00002687308,0.00005559566,0.002056878],"study_design_scores_gemma":[0.0000265864,0.000305265,0.9933196,0.0001360095,0.000182819,0.001473199,0.0004843177,0.003140844,0.0002417772,0.0002760284,0.0003925007,0.00002099061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994773,0.002646361,0.0008371919,0.0002732545,0.00003672543,0.00002942383,0.0002278404,0.0000111497,0.00116511],"genre_scores_gemma":[0.9992533,0.0002190096,0.000283549,0.00003738187,0.00005150856,0.0000110437,0.000114738,0.000002589545,0.00002683996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01761862,"threshold_uncertainty_score":0.09317732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1630455924993599,"score_gpt":0.3510636264310421,"score_spread":0.1880180339316822,"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."}}