{"id":"W2511032361","doi":"10.5858/arpa.2016-0012-oa","title":"Interobserver Agreement of Usual Interstitial Pneumonia Diagnosis Correlated With Patient Outcome","year":2016,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Usual interstitial pneumonia; Medicine; Idiopathic pulmonary fibrosis; Medical diagnosis; Pneumonia; Interstitial pneumonia; Radiology; Lung biopsy; Pulmonary fibrosis; Biopsy; Lung; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.00938061,0.0002867961,0.000312034,0.001104029,0.000401643,0.0006531539,0.0003831358,0.0005864643,0.001408207],"category_scores_gemma":[0.0424765,0.0001973824,0.0003255038,0.0004205075,0.0006533801,0.0007370475,0.001064681,0.0005498973,0.0003616575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003451833,"about_ca_system_score_gemma":0.0003499732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000822614,"about_ca_topic_score_gemma":0.00126986,"domain_scores_codex":[0.992695,0.003539093,0.0008707472,0.001045977,0.001486702,0.0003624933],"domain_scores_gemma":[0.9469758,0.03275307,0.008201302,0.003603196,0.007029585,0.001437061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00025027,0.00001891963,0.9934315,0.0000233614,0.00009652819,0.00004891055,0.0002653988,0.0002880203,0.001000466,0.00002370425,0.00009664536,0.004456368],"study_design_scores_gemma":[0.00001089365,0.0002031928,0.9931987,0.00002747292,0.0001111673,0.0005072725,0.0004132947,0.003273192,0.00173806,0.0002124102,0.0002879693,0.00001629588],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995624,0.0004881254,0.002677373,0.00009201869,0.0000339557,0.00002207568,0.00006176247,0.0000296202,0.0009710338],"genre_scores_gemma":[0.9993457,0.00002783941,0.0004503821,0.000008799663,0.000009791397,0.000006543092,0.00005256858,0.000004538635,0.00009376127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00938061,"threshold_uncertainty_score":0.04961002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319239870271857,"score_gpt":0.2610263520758201,"score_spread":0.2478339533731015,"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."}}