{"id":"W4395005341","doi":"10.1186/s13054-024-04883-6","title":"Rapidly improving ARDS differs clinically and biologically from persistent ARDS","year":2024,"lang":"en","type":"article","venue":"Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital","funders":"National Institute of General Medical Sciences; National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"ARDS; Medicine; Hypoxemia; Mechanical ventilation; Internal medicine; Observational study; Intensive care medicine; 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":[0.0005720355,0.0004210887,0.0004830781,0.0006408552,0.0003131169,0.0006522555,0.0002595546,0.0003883139,0.001899518],"category_scores_gemma":[0.001693842,0.0001051966,0.0003819782,0.0005782259,0.0003581028,0.0003531673,0.0006644654,0.0005958879,0.0003597926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002720602,"about_ca_system_score_gemma":0.0003179229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004572126,"about_ca_topic_score_gemma":0.0006077602,"domain_scores_codex":[0.9994511,0.0001278839,0.00008474976,0.0001050123,0.0001114592,0.000119717],"domain_scores_gemma":[0.9976442,0.0003335043,0.001299297,0.00008996921,0.0001344206,0.0004986047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003924614,0.00005369241,0.9951028,0.00002356834,0.00004774554,0.0002077523,0.00005913272,0.00004072225,0.001758333,0.00004076041,0.00006909302,0.00220413],"study_design_scores_gemma":[0.000008661008,0.0001732543,0.9988407,0.000006732321,0.00001438714,0.0005855379,0.00008506739,0.00006911215,0.00008806335,0.00004432979,0.00008158335,0.000002692295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987275,0.0004369704,0.0001038629,0.00005553292,0.0000100808,0.00001388331,0.0001478194,0.000004442008,0.0004997896],"genre_scores_gemma":[0.9993773,0.0001080592,0.0001028716,0.0000305186,0.00002789352,0.00001272307,0.0002840972,0.000001361122,0.00005523128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001899518,"threshold_uncertainty_score":0.006354511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03694274648337538,"score_gpt":0.3417621201917858,"score_spread":0.3048193737084104,"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."}}