{"id":"W2006574836","doi":"10.1378/chest.1106050","title":"Screening for Occult Airways Disease. A Case for Implementation in a Surgical Preadmission Clini","year":2011,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Medicine; Spirometry; Occult; COPD; Pulmonary disease; Intensive care medicine; Disease; Respiratory disease; Primary care; Internal medicine; Lung; Asthma; Pathology; Alternative 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":[0.001275115,0.0006377754,0.0004036145,0.001304023,0.007956182,0.001816698,0.002514801,0.01008404,0.006550927],"category_scores_gemma":[0.01121241,0.0006070718,0.001068705,0.0007661763,0.001561489,0.002061465,0.00180704,0.01261142,0.0006289299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002527833,"about_ca_system_score_gemma":0.008370461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01055638,"about_ca_topic_score_gemma":0.02421895,"domain_scores_codex":[0.9974517,0.0006319853,0.0001857971,0.000222118,0.0005371728,0.0009711136],"domain_scores_gemma":[0.9928929,0.001270202,0.0007337533,0.0002044307,0.0006101662,0.004288618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"observational","study_design_scores_codex":[0.0001623075,0.001359337,0.1880681,0.0001762292,0.00003666029,0.7455286,0.004432289,0.0003346702,0.002702109,0.002559439,0.03323408,0.02140604],"study_design_scores_gemma":[0.0001176434,0.001998335,0.1751392,0.001818933,0.00009873378,0.740045,0.02851657,0.003601174,0.002114183,0.00437574,0.04193727,0.0002371592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5019553,0.003323469,0.003217729,0.4377487,0.005602913,0.0008519135,0.0001726953,0.0002477731,0.04687953],"genre_scores_gemma":[0.8965651,0.002840491,0.005566956,0.08205841,0.005016364,0.0002708029,0.0001654003,0.00009486515,0.007421692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01055638,"threshold_uncertainty_score":0.02191508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1140973680795966,"score_gpt":0.4114057133875333,"score_spread":0.2973083453079367,"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."}}