{"id":"W2102483365","doi":"10.1513/pats.201206-033tt","title":"Clinical Year in Review II: Mechanical Ventilation, Acute Respiratory Distress Syndrome, Critical Care, and Lung Cancer","year":2012,"lang":"en","type":"review","venue":"Proceedings of the American Thoracic Society","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"National Institute on Aging","keywords":"Medicine; Idiopathic pulmonary fibrosis; Hypersensitivity pneumonitis; Lung biopsy; Incidence (geometry); Disease; Lung; Interstitial lung disease; Pulmonary fibrosis; Internal medicine; Biopsy; Fibrosis; Mortality rate; Pathology","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":[0.001283843,0.001349116,0.003282014,0.007340804,0.0009580909,0.00353593,0.001830914,0.003106098,0.02450776],"category_scores_gemma":[0.006491578,0.0006739393,0.00103247,0.007999293,0.001002574,0.003937372,0.001746013,0.003489129,0.007155112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002556473,"about_ca_system_score_gemma":0.003840911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003513795,"about_ca_topic_score_gemma":0.008189485,"domain_scores_codex":[0.9987659,0.0002085706,0.0002960487,0.0002009018,0.0003957884,0.0001327866],"domain_scores_gemma":[0.9936977,0.001651392,0.0009485857,0.0001034468,0.002637437,0.0009614517],"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":[0.00009025868,0.00004021736,0.0009015648,0.01871217,0.0001348493,0.0003101088,0.00008070507,0.0000880251,0.0002077737,0.0008737887,0.7925816,0.1859789],"study_design_scores_gemma":[0.00004011831,0.00006736979,0.003234203,0.02002539,0.0001693676,0.002040846,0.0001837436,0.00004395662,0.00004359767,0.0005316556,0.9735832,0.00003649558],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000122683,0.9574744,0.00007063265,0.005063121,0.0347165,0.00003686653,0.0001182548,0.00001525612,0.002382282],"genre_scores_gemma":[0.0009495075,0.9433903,0.0001492709,0.008426937,0.04268557,0.00005439425,0.0003484691,0.00001658713,0.003978908],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02450776,"threshold_uncertainty_score":0.08198661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07153554947892433,"score_gpt":0.4706862915839392,"score_spread":0.3991507421050148,"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."}}