{"id":"W4394803437","doi":"10.7326/m24-0613","title":"Pulmonology: What You May Have Missed in 2023","year":2024,"lang":"en","type":"article","venue":"Annals of Internal Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Pulmonology; COPD; Intensive care medicine; Asthma; Rituximab; Internal medicine; Interstitial lung disease; Lung","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":[0.005825604,0.001553522,0.002633811,0.00238494,0.002404647,0.007128735,0.001632651,0.0112839,0.068202],"category_scores_gemma":[0.02788045,0.0007436387,0.002005923,0.001590927,0.002122524,0.01535846,0.003966648,0.0100469,0.03659757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002421888,"about_ca_system_score_gemma":0.00525726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003585414,"about_ca_topic_score_gemma":0.006174438,"domain_scores_codex":[0.995469,0.001137789,0.0008658195,0.0004564548,0.00137565,0.0006953805],"domain_scores_gemma":[0.9775238,0.004117589,0.001753138,0.0007550854,0.008016855,0.007833386],"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":[0.00009576898,0.00005412052,0.0009821433,0.001192357,0.00003525662,0.000549343,0.00008053912,0.0000396055,0.000122125,0.001162035,0.9067253,0.08896148],"study_design_scores_gemma":[0.00006780761,0.0001023851,0.00228731,0.005741952,0.00004854267,0.003090261,0.0009571051,0.00005501255,0.00005724171,0.003800856,0.9837287,0.00006280887],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0007042109,0.124255,0.0006021626,0.5686038,0.2944503,0.00006606015,0.0006305611,0.0002845126,0.01040347],"genre_scores_gemma":[0.007280125,0.1662212,0.002357378,0.4012338,0.395027,0.0001694094,0.0009031906,0.0001883791,0.02661951],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.068202,"threshold_uncertainty_score":0.2281584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06924877144848678,"score_gpt":0.3928347509177628,"score_spread":0.323585979469276,"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."}}