{"id":"W2123599975","doi":"10.1513/annalsats.201502-093ed","title":"Call the Pulmonologist? The Role of Pulmonary Specialists in the Care of Lung Cancer Patients with Chronic Obstructive Pulmonary Disease in a Time of Cost Constraints","year":2015,"lang":"en","type":"letter","venue":"Annals of the American Thoracic Society","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Pulmonologist; Medicine; Pulmonary disease; Lung cancer; Intensive care medicine; Pulmonary medicine; Pulmonology; Lung; Lung cancer screening; Internal medicine","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":[0.002981743,0.0005334357,0.0008870219,0.0006060798,0.005000301,0.003141083,0.00168519,0.046061,0.007771419],"category_scores_gemma":[0.02400184,0.000741685,0.001026744,0.000585744,0.003093916,0.004728243,0.00187813,0.03131047,0.002848763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005900219,"about_ca_system_score_gemma":0.007571066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01221895,"about_ca_topic_score_gemma":0.02744555,"domain_scores_codex":[0.9967271,0.001197881,0.0003983719,0.0003274562,0.0007150955,0.0006341062],"domain_scores_gemma":[0.9885166,0.00380284,0.001036586,0.0002400486,0.001616213,0.004787754],"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":[0.00009133223,0.0001199487,0.004765816,0.00008357954,0.00002500118,0.01017767,0.0004347409,0.0001790814,0.000309371,0.002815014,0.9667468,0.01425166],"study_design_scores_gemma":[0.0003867656,0.0002543864,0.01118458,0.001527307,0.00007294614,0.02332174,0.004143324,0.001601528,0.0003296721,0.01288661,0.9441041,0.0001869911],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006567738,0.0008433653,0.00003500389,0.9922268,0.004322449,0.000004896287,0.00001105537,0.00000655874,0.001893205],"genre_scores_gemma":[0.01054845,0.00167104,0.0002284257,0.9485587,0.03537461,0.00002164263,0.00001728215,0.0000143627,0.003565397],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.046061,"threshold_uncertainty_score":0.04280931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02630723131746371,"score_gpt":0.340191703474524,"score_spread":0.3138844721570603,"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."}}