{"id":"W3009347754","doi":"10.1016/j.chest.2019.11.028","title":"Predicting COPD and Lung Function Decline Among a General Population","year":2020,"lang":"en","type":"letter","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research; Intermountain Research and Medical Foundation","keywords":"Medicine; Lung function; COPD; Population; Lung; Intensive care medicine; Internal medicine; Gerontology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002263918,0.0003793737,0.0008431801,0.000785943,0.002207108,0.001536278,0.000658823,0.01017869,0.003560832],"category_scores_gemma":[0.01330346,0.000481796,0.0004618118,0.0006286249,0.0006507306,0.001231311,0.0006521816,0.008048629,0.001651032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001550042,"about_ca_system_score_gemma":0.002090361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02474077,"about_ca_topic_score_gemma":0.03735381,"domain_scores_codex":[0.998334,0.0006218056,0.0002934817,0.0001565882,0.0003098857,0.0002842394],"domain_scores_gemma":[0.9938926,0.003209186,0.0002942321,0.0001661567,0.0009527473,0.0014852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004596951,0.0007323145,0.4693172,0.0001004748,0.0000697379,0.01414407,0.0008834731,0.0002408787,0.0007425136,0.0007815993,0.4483059,0.06422208],"study_design_scores_gemma":[0.0008664365,0.001917707,0.6301441,0.00119846,0.0004012747,0.03882433,0.01025949,0.009256323,0.0008503818,0.01318553,0.2928102,0.0002858923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07581968,0.001519586,0.0001972691,0.8989515,0.009245843,0.00005463638,0.0003084489,0.00003882851,0.01386425],"genre_scores_gemma":[0.3069182,0.002265094,0.0009555065,0.6342412,0.03722606,0.0001279266,0.0003640537,0.00005007704,0.0178518],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02474077,"threshold_uncertainty_score":0.04919356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.021854122506569,"score_gpt":0.2863832071457263,"score_spread":0.2645290846391573,"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."}}