{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005183411,0.0001088281,0.0003388308,0.00005775179,0.0001027814,0.00001540893,0.0001688018,0.00003210624,0.00003815481],"category_scores_gemma":[0.0001639567,0.0000612764,0.00006474438,0.00005747244,0.00009433658,0.0004476402,0.00009499591,0.000223351,7.632201e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001713131,"about_ca_system_score_gemma":0.0005113014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001761656,"about_ca_topic_score_gemma":0.00004007309,"domain_scores_codex":[0.9988143,0.0001316469,0.0004094082,0.0001427929,0.0003514678,0.0001504005],"domain_scores_gemma":[0.9974905,0.0002691805,0.001390192,0.0003213144,0.0003990867,0.0001296712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0131932,0.004022979,0.9083049,0.0002679931,0.002072714,0.0006263029,0.0006342605,0.0006489053,0.00000850879,0.0002056638,0.0001666817,0.06984789],"study_design_scores_gemma":[0.005802424,0.002348833,0.9870999,0.0004238347,0.001205842,0.000007267703,0.0005525129,0.00002449596,0.00004227582,0.00001936837,0.002410183,0.00006301174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712337,0.0009713018,0.00004964207,0.02181702,0.0003573454,0.0009581812,0.00001657835,0.000001927485,0.004594326],"genre_scores_gemma":[0.9961875,0.001120665,0.001896585,0.000549466,0.0001035747,0.00008750571,0.000001279543,0.000008976795,0.00004443819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07879505,"threshold_uncertainty_score":0.4479778,"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."}}