{"id":"W4212846111","doi":"10.1513/annalsats.202109-1020oc","title":"Pooled Cohort Probability Score for Subclinical Airflow Obstruction","year":2022,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institute on Minority Health and Health Disparities; National Institute of Biomedical Imaging and Bioengineering; National Human Genome Research Institute; National Institute of Nursing Research; National Heart, Lung, and Blood Institute; National Institute on Aging; National Institutes of Health","keywords":"Spirometry; COPD; Cohort; Asthma; Confidence interval; Population; Vital capacity; Pulmonary function testing; Airway obstruction","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":[0.01087975,0.00116716,0.00135643,0.003247957,0.0004082271,0.001412127,0.0009534554,0.0006509021,0.002443988],"category_scores_gemma":[0.02062934,0.000347463,0.002598284,0.001738215,0.0003686888,0.000593103,0.001546558,0.0005953577,0.000410336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004940305,"about_ca_system_score_gemma":0.0008319145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004401985,"about_ca_topic_score_gemma":0.002877533,"domain_scores_codex":[0.9951112,0.001833632,0.0005998524,0.001462403,0.000761098,0.0002318447],"domain_scores_gemma":[0.9901855,0.002714186,0.003336107,0.001939757,0.001476608,0.0003478064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002388381,0.00009598736,0.9535036,0.0002962263,0.008145927,0.0001581288,0.00009660328,0.008035205,0.0009747017,0.0005602757,0.004908547,0.02083643],"study_design_scores_gemma":[0.0004275567,0.001051807,0.9334732,0.000118381,0.004664424,0.0005701313,0.0001324975,0.05112443,0.000943484,0.002382745,0.004992097,0.0001193763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9007532,0.001798455,0.05563558,0.0004361963,0.0001897823,0.0006113562,0.03760691,0.0005048561,0.002463837],"genre_scores_gemma":[0.9767238,0.0002262917,0.005745379,0.00009161644,0.0001126145,0.0003416335,0.01620394,0.00002891924,0.0005258274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01087975,"threshold_uncertainty_score":0.05753833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1154469618699448,"score_gpt":0.4235157170123993,"score_spread":0.3080687551424544,"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."}}