{"id":"W4402664197","doi":"10.1016/j.ccm.2024.08.003","title":"Biomarkers of Acute Respiratory Distress Syndrome","year":2024,"lang":"en","type":"review","venue":"Clinics in Chest Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health Services","funders":"","keywords":"Medicine; Intensive care medicine; Acute respiratory distress; Respiratory distress; Respiratory system; Internal medicine; Lung; Surgery","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":[0.001342461,0.001714918,0.003172274,0.003099011,0.0002184682,0.001995338,0.001131125,0.001628452,0.002436684],"category_scores_gemma":[0.003240924,0.0004339828,0.001165789,0.002489165,0.0006234982,0.001419985,0.001152754,0.00288198,0.00156591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007148021,"about_ca_system_score_gemma":0.001791448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001645176,"about_ca_topic_score_gemma":0.002484971,"domain_scores_codex":[0.9994028,0.0001367175,0.0001248334,0.00009217901,0.0001936916,0.00004978934],"domain_scores_gemma":[0.998517,0.0008026262,0.0002629201,0.00002816043,0.0003207478,0.00006849674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001579989,0.0000684621,0.0008389557,0.02032234,0.0003512338,0.0001286303,0.00003587234,0.0002688072,0.0005313472,0.001669621,0.02781906,0.9478077],"study_design_scores_gemma":[0.0002748694,0.0003796758,0.007912195,0.03647453,0.002193409,0.00183539,0.0001685933,0.0005786332,0.0009280766,0.006085804,0.9430434,0.0001255282],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003386472,0.9992563,0.00008250348,0.0002029254,0.0001907682,0.000004224276,0.00001694385,0.000003786321,0.0002086995],"genre_scores_gemma":[0.0006350086,0.998206,0.0002146469,0.0003456848,0.0003474276,0.00001171181,0.00003923237,9.082597e-7,0.0001993116],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003172274,"threshold_uncertainty_score":0.008151591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1339359786833348,"score_gpt":0.4509910336188485,"score_spread":0.3170550549355138,"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."}}