{"id":"W2042893628","doi":"10.1081/copd-120028704","title":"Commentary—Pathophysiology of Airflow Obstruction: Could There Really Be an Early Test of Prognostic Significance?","year":2004,"lang":"en","type":"letter","venue":"COPD Journal of Chronic Obstructive Pulmonary Disease","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Lung function; Test (biology); Pathophysiology; Medicine; Psychology; Intensive care medicine; Pathology; Internal medicine; Lung; Biology","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":[0.005599688,0.0009359951,0.002040069,0.0008697776,0.003920265,0.002753253,0.003814056,0.0536852,0.005794005],"category_scores_gemma":[0.03902547,0.0008966099,0.001518238,0.0009274968,0.002948427,0.003979992,0.001148083,0.04724353,0.007622515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004821436,"about_ca_system_score_gemma":0.004103745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008464952,"about_ca_topic_score_gemma":0.01022471,"domain_scores_codex":[0.9951054,0.001842778,0.0006884651,0.0006204136,0.001327797,0.0004151845],"domain_scores_gemma":[0.9781324,0.01347238,0.001232798,0.0004389081,0.004856525,0.001866999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006401601,0.00001160738,0.0002273878,0.00005558929,0.00001273528,0.0005973688,0.00009950251,0.00002956974,0.00009301519,0.0006434749,0.9952237,0.002942027],"study_design_scores_gemma":[0.0003026631,0.0001364592,0.002157411,0.0007760529,0.0001082126,0.00427049,0.0008262339,0.0006007894,0.0005580466,0.01067931,0.9794552,0.000129213],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001680316,0.0007889489,0.00005764529,0.9767809,0.02149064,0.000008055436,0.00004951897,0.00001576385,0.0006404711],"genre_scores_gemma":[0.001774621,0.0006106767,0.0001627227,0.9544569,0.04098942,0.00002300227,0.00002375187,0.00001729718,0.001941709],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0536852,"threshold_uncertainty_score":0.03498214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01645648272500964,"score_gpt":0.277644812157723,"score_spread":0.2611883294327133,"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."}}