{"id":"W3102911407","doi":"10.1164/rccm.202008-3328pp","title":"From GOLD 0 to Pre-COPD","year":2020,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":263,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; National Institute for Health and Care Research","keywords":"Medicine; COPD; Spirometry; Chronic bronchitis; DLCO; Intensive care medicine; Obstructive lung disease; Internal medicine; Cardiology; Physical therapy; Asthma; Lung; Diffusing capacity; Lung function","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002325733,0.0006321923,0.0005185402,0.002721632,0.0009053611,0.001796565,0.001074475,0.00121372,0.009810104],"category_scores_gemma":[0.005434067,0.0001712466,0.0006145326,0.001583316,0.0007506225,0.001178422,0.002796207,0.00174774,0.003956927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001329254,"about_ca_system_score_gemma":0.001778712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008402181,"about_ca_topic_score_gemma":0.01482211,"domain_scores_codex":[0.997988,0.0004414921,0.0002056066,0.0004214525,0.0005418382,0.0004017444],"domain_scores_gemma":[0.9979314,0.0002219408,0.0004148564,0.0001322786,0.000779381,0.0005203322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001958878,0.0003545679,0.5854164,0.001972279,0.0002822533,0.0005786089,0.001826438,0.0005557708,0.0008944521,0.01180326,0.1768187,0.2175383],"study_design_scores_gemma":[0.0002176014,0.001434397,0.675743,0.004327036,0.0003657288,0.00275589,0.003332949,0.001494831,0.0006925949,0.01721083,0.292309,0.0001160866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5496906,0.06436194,0.007102319,0.02708248,0.009520663,0.001327755,0.04657846,0.001115333,0.2932204],"genre_scores_gemma":[0.9264722,0.007182856,0.007214127,0.01008919,0.001061977,0.0008951515,0.02163573,0.0002101154,0.02523858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009810104,"threshold_uncertainty_score":0.03281802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02579127522080653,"score_gpt":0.3434763693427035,"score_spread":0.3176850941218969,"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."}}