{"id":"W4364352579","doi":"10.1148/radiol.230429","title":"Please Stop Smoking: 10-year Emphysema Progression in the COPDGene Study","year":2023,"lang":"en","type":"letter","venue":"Radiology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; MEDLINE; COPD; Pulmonary disease; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00091684,0.0004819433,0.0009771897,0.0005656904,0.0001327876,0.00003077486,0.000731012,0.0008159574,0.001069813],"category_scores_gemma":[0.0004530817,0.0003300259,0.0002395628,0.0007253858,0.0004081162,0.00004236327,0.0002902488,0.003055508,0.0006047451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006479172,"about_ca_system_score_gemma":0.0006523348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000143269,"about_ca_topic_score_gemma":0.00002335693,"domain_scores_codex":[0.9948923,0.001510558,0.0005368406,0.001051839,0.00098435,0.001024084],"domain_scores_gemma":[0.9974853,0.0006963078,0.0001750774,0.001364294,0.0001373471,0.0001416284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004255075,0.0004996904,0.05240276,0.0005625194,0.0002727604,0.02614064,0.0006742295,0.000003311966,0.00003896386,0.00001174477,0.9141411,0.00482675],"study_design_scores_gemma":[0.004788943,0.001524188,0.503816,0.0003152869,0.0003616421,0.0009378159,0.001448879,0.00009043658,0.000008435318,0.0001942334,0.4860072,0.0005068794],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.512852,0.002836412,0.000003781504,0.4720753,0.001284367,0.007380887,0.0002189569,0.0002914983,0.003056893],"genre_scores_gemma":[0.5607538,0.0005188174,0.0001527124,0.3435382,0.03313934,0.004911262,0.007499741,0.0009309212,0.04855529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4514132,"threshold_uncertainty_score":0.9999152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04161544415741682,"score_gpt":0.3552134301668856,"score_spread":0.3135979860094688,"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."}}