{"id":"W2603871875","doi":"","title":"Identifying adults at risk of COPD who need confirmatory spirometry in primary care","year":2011,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Spirometry; Medicine; COPD; Confidence interval; Wheeze; Physical therapy; Vital capacity; Receiver operating characteristic; Internal medicine; Asthma; Diffusing capacity; Lung; Lung function","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000123164,0.0002711587,0.0005695465,0.0007741786,0.0001208066,0.00001152764,0.0002844553,0.0001459489,0.00005350864],"category_scores_gemma":[0.00002554342,0.0003043771,0.0001929688,0.0007341382,0.0003204588,0.0001689127,0.00009897209,0.0004347008,0.0001314948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003073118,"about_ca_system_score_gemma":0.001684337,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06657391,"about_ca_topic_score_gemma":0.02421745,"domain_scores_codex":[0.9977834,0.0001072539,0.0004004312,0.0004885956,0.0004624171,0.0007579394],"domain_scores_gemma":[0.9979843,0.00004104065,0.0001530218,0.0006808509,0.0002450601,0.0008956509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001149514,0.0003851894,0.8647564,0.006658245,0.0004469256,0.002069898,0.007489655,0.000005206776,0.01267472,0.000528286,0.006262559,0.09757338],"study_design_scores_gemma":[0.002111836,0.00007430296,0.9858962,0.0007775144,0.00008656224,0.000002686355,0.007230175,0.00004309531,0.001341987,0.00006535564,0.002105828,0.0002644649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8373466,0.004712135,0.000001884749,0.00001930132,0.0001593901,0.0006793123,0.0004244322,0.00002567681,0.1566313],"genre_scores_gemma":[0.9958255,0.00009887439,0.00007813088,0.003250074,0.0001224646,0.00003561713,0.0002226255,0.00006819034,0.0002985713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1584789,"threshold_uncertainty_score":0.9999408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02194552877922976,"score_gpt":0.2486780287237967,"score_spread":0.226732499944567,"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."}}