{"id":"W2926559908","doi":"10.1513/annalsats.201902-105ed","title":"Toward a Deeper Understanding of Chronic Obstructive Pulmonary Disease: The Role of Bronchoscopy in Therapeutic Discovery","year":2019,"lang":"en","type":"letter","venue":"Annals of the American Thoracic Society","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Pulmonary disease; Bronchoscopy; Intensive care medicine; Disease; Pathology; Internal medicine; Immunology","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":[0.006945919,0.0006940564,0.001979608,0.00107875,0.003582191,0.006191646,0.001728278,0.05666499,0.005769971],"category_scores_gemma":[0.03354176,0.0006722977,0.001249146,0.000618714,0.007205775,0.00881675,0.002292405,0.05989556,0.004622655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004896355,"about_ca_system_score_gemma":0.00504161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002271746,"about_ca_topic_score_gemma":0.004524036,"domain_scores_codex":[0.9938294,0.002591508,0.0007016306,0.0005958633,0.001829296,0.0004522656],"domain_scores_gemma":[0.9735684,0.01793651,0.00114612,0.0007376579,0.00348653,0.003124858],"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":[0.00009058401,0.00008261859,0.001085042,0.0001428536,0.00003088401,0.00285943,0.0002615869,0.0001137355,0.0003662556,0.01692014,0.9520025,0.02604437],"study_design_scores_gemma":[0.0002316499,0.0001302173,0.001250835,0.0008474524,0.00004319932,0.004552809,0.0006698935,0.0009556625,0.0002408206,0.0681517,0.9228266,0.00009909939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001185964,0.002136827,0.00009930314,0.9899113,0.006797262,0.000003051133,0.000008262174,0.000007237562,0.0009181551],"genre_scores_gemma":[0.004047667,0.004437248,0.0004459392,0.8732328,0.1150627,0.00001847117,0.00001513502,0.00001440444,0.002725682],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05666499,"threshold_uncertainty_score":0.03673398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06939125740619387,"score_gpt":0.3536569341404956,"score_spread":0.2842656767343018,"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."}}