{"id":"W3160497434","doi":"10.1371/journal.pone.0251886","title":"Management and outcomes of patients with chronic obstructive lung disease and lung cancer in a public healthcare system","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"Eisai; Ontario Ministry of Health and Long-Term Care; Amgen; Cancer Care Ontario; Ontario Institute for Cancer Research; Government of Ontario; AstraZeneca; Bristol-Myers Squibb","keywords":"Medicine; COPD; Lung cancer; Internal medicine; Population; Cancer; Cohort; Obstructive lung disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005878183,0.0001313784,0.0002694797,0.000677415,0.0008639403,0.001091449,0.0005144142,0.0005432488,0.002000754],"category_scores_gemma":[0.003754185,0.000175662,0.0003238147,0.001769392,0.0006370959,0.0006285473,0.0008658849,0.0005760408,0.0001465806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004218247,"about_ca_system_score_gemma":0.004966379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2518753,"about_ca_topic_score_gemma":0.3166886,"domain_scores_codex":[0.9990256,0.0001579546,0.00008079482,0.0001467429,0.0001932202,0.0003958237],"domain_scores_gemma":[0.9972572,0.0001665812,0.001654136,0.00005606308,0.0002423398,0.0006238318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001978476,0.00007163019,0.9984621,0.00001020853,0.00002274642,0.00003857951,0.0001224447,0.00004237817,0.00003206572,0.00003519394,0.0002942284,0.0008486133],"study_design_scores_gemma":[0.000005844892,0.00003801507,0.999157,0.00001200908,0.000009950084,0.00005300791,0.0004074387,0.0001138531,0.000008386774,0.00003358333,0.0001585684,0.000002406231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970332,0.000192736,0.00003686378,0.0008955071,0.00000964569,0.00002184154,0.0006676171,0.000002282982,0.001140349],"genre_scores_gemma":[0.9991279,0.00007625191,0.00003962637,0.0001521657,0.00001810843,0.00001145295,0.0004705465,5.845377e-7,0.0001033878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2518753,"threshold_uncertainty_score":0.5008184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01632623812629015,"score_gpt":0.2606327511129012,"score_spread":0.2443065129866111,"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."}}