{"id":"W2186816385","doi":"10.1378/chest.2221338","title":"GOLD Stage and Treatment in COPD: A 500 Patient Point Prevalence Study","year":2015,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Pediatric health and respiratory diseases","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Exacerbation; COPD; Lama; Guideline; Internal medicine; Gold standard (test); Outpatient clinic; Inhaler; Regimen; Obstructive lung disease; Spirometry; Physical therapy; Pediatrics; Asthma","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":[0.00112801,0.0005037435,0.0008305763,0.00137382,0.0007740728,0.001559827,0.0007071799,0.001464826,0.001441771],"category_scores_gemma":[0.002873486,0.0007997666,0.001226951,0.002070079,0.0004355485,0.001659689,0.001087789,0.001325674,0.0006437104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007043174,"about_ca_system_score_gemma":0.0003644278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01298787,"about_ca_topic_score_gemma":0.01543995,"domain_scores_codex":[0.9986054,0.0004938896,0.0001745151,0.0002866696,0.0002725052,0.0001669723],"domain_scores_gemma":[0.997915,0.0003963274,0.0007059899,0.0002618835,0.0002700645,0.000450773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001784786,0.00007908292,0.9988386,0.000006703661,0.0001138572,0.00004496625,0.00009327394,0.00003425743,0.00008911388,0.00001499789,0.00009154954,0.0004150833],"study_design_scores_gemma":[0.00001072605,0.00007592629,0.9993516,0.000003330958,0.00003914251,0.0001058894,0.0001596542,0.0001575477,0.00001221737,0.00001083298,0.0000675823,0.000005656621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983158,0.0001714233,0.0001426191,0.00003032939,0.000006342712,0.00002249504,0.0009095395,0.000005736319,0.0003956766],"genre_scores_gemma":[0.9982827,0.00009744368,0.0001181639,0.00004767194,0.00001361856,0.00002328671,0.001171912,0.000004887765,0.0002403944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01298787,"threshold_uncertainty_score":0.02582455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1173866859761008,"score_gpt":0.4255791761238273,"score_spread":0.3081924901477265,"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."}}