{"id":"W2747733201","doi":"10.1200/jop.2017.022228","title":"Quality Improvement Initiatives to Optimize the Management of Chronic Obstructive Pulmonary Disease in Patients With Lung Cancer","year":2017,"lang":"en","type":"article","venue":"Journal of Oncology Practice","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; COPD; McNemar's test; Pulmonary function testing; Lung cancer; Population; Bronchodilator; Internal medicine; Asymptomatic; Physical therapy; Asthma","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01093902,0.0003417054,0.0002954356,0.0009859721,0.001114701,0.001627286,0.0009333284,0.0004352858,0.001687034],"category_scores_gemma":[0.02704805,0.0001460644,0.000510333,0.001412765,0.0005335105,0.0009103622,0.002884357,0.0008485945,0.0001548298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004002469,"about_ca_system_score_gemma":0.01536955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01405091,"about_ca_topic_score_gemma":0.02388558,"domain_scores_codex":[0.9917828,0.004118406,0.0006983664,0.0004186402,0.002145216,0.0008366315],"domain_scores_gemma":[0.9838284,0.002887258,0.006529731,0.0008267171,0.002819406,0.003108435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002452748,0.001807135,0.576086,0.0009660684,0.0001478416,0.00007401832,0.001499865,0.001483195,0.0008170698,0.0005949754,0.01410136,0.4021772],"study_design_scores_gemma":[0.0006181681,0.002811308,0.9626008,0.001055448,0.0001621282,0.000224658,0.002203414,0.003704448,0.001001229,0.0007071233,0.02488546,0.00002571437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327154,0.00979262,0.007572254,0.03218708,0.000419563,0.002627587,0.0007200364,0.0004018801,0.01356367],"genre_scores_gemma":[0.9762308,0.002994325,0.01518731,0.003082484,0.0002813565,0.000725708,0.0007513201,0.0000176889,0.0007289569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01405091,"threshold_uncertainty_score":0.05785173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02294398065186377,"score_gpt":0.4012553163581822,"score_spread":0.3783113357063185,"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."}}