{"id":"W3187668689","doi":"10.1007/s00408-021-00463-5","title":"Feasibility and Outcomes of a Standardized Management Protocol for Acute Exacerbation of Interstitial Lung Disease","year":2021,"lang":"en","type":"article","venue":"Lung","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Medicine; Idiopathic pulmonary fibrosis; Interstitial lung disease; Exacerbation; Internal medicine; Hazard ratio; Retrospective cohort study; Proportional hazards model; Lung; Confidence interval","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":[0.03116515,0.0007263695,0.001230387,0.00165416,0.002583115,0.002060582,0.001386085,0.001629012,0.002630164],"category_scores_gemma":[0.05980641,0.0005592822,0.001812116,0.00114088,0.001196874,0.001939326,0.003100755,0.00196438,0.0004631267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006078773,"about_ca_system_score_gemma":0.02058246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004899381,"about_ca_topic_score_gemma":0.005670027,"domain_scores_codex":[0.9708363,0.01860987,0.003579779,0.001653224,0.003324346,0.001996537],"domain_scores_gemma":[0.9618338,0.01186052,0.008291232,0.005163765,0.007642164,0.005208455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1011952,0.2018507,0.2162291,0.00117504,0.001108281,0.0006307742,0.003660596,0.008588294,0.002864847,0.002354682,0.00897443,0.4513682],"study_design_scores_gemma":[0.07785168,0.3236347,0.557294,0.001243675,0.001037617,0.0004529296,0.004251229,0.02106961,0.003284304,0.002788675,0.006569824,0.0005217569],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536315,0.0003142588,0.00516219,0.001410325,0.0003361777,0.03483245,0.0006042499,0.000147871,0.003561116],"genre_scores_gemma":[0.9247296,0.0002116156,0.01910743,0.0007274879,0.000222715,0.05347807,0.0009907908,0.0000214983,0.0005108023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03116515,"threshold_uncertainty_score":0.164819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0188835130691185,"score_gpt":0.3569680414767412,"score_spread":0.3380845284076227,"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."}}