{"id":"W4396505232","doi":"10.1164/ajrccm-conference.2024.209.1_meetingabstracts.a4794","title":"Rapidly Improving Acute Respiratory Distress Syndrome: Clinical and Biologic Features","year":2024,"lang":"en","type":"article","venue":"","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Acute respiratory distress; Intensive care medicine; Respiratory distress; Medicine; Computer science; Internal medicine; Lung; Radiology","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":[0.0004922776,0.0008098793,0.0008883215,0.0008900859,0.0005034351,0.0006183603,0.0004990072,0.0009310091,0.002294583],"category_scores_gemma":[0.002328724,0.0002109245,0.0003734038,0.0006791846,0.0007416122,0.001025748,0.0004548998,0.0008005576,0.0004862209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003259432,"about_ca_system_score_gemma":0.0004778327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006519687,"about_ca_topic_score_gemma":0.0006145563,"domain_scores_codex":[0.9996467,0.00007882924,0.00005141971,0.00004953552,0.00008108147,0.00009259063],"domain_scores_gemma":[0.9985707,0.0004271562,0.0004159106,0.00006387743,0.0001891354,0.0003332472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001609373,0.000556131,0.8600062,0.0001738568,0.00006191792,0.1009575,0.0003410109,0.0003369095,0.01470551,0.001201339,0.00108743,0.01896293],"study_design_scores_gemma":[0.00007802685,0.001292238,0.8496125,0.00005234734,0.00007294602,0.1448308,0.0004939966,0.0006428075,0.0009023658,0.0006475449,0.001348663,0.00002569582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766604,0.004298115,0.0008359942,0.0008563197,0.00009435003,0.0001417083,0.0003824348,0.00004354406,0.01668728],"genre_scores_gemma":[0.9973425,0.0008428087,0.0004833323,0.0002090542,0.0002845039,0.00003106277,0.0003137141,0.000004783592,0.0004881547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002294583,"threshold_uncertainty_score":0.007676125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03170514848205653,"score_gpt":0.3435574936636628,"score_spread":0.3118523451816063,"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."}}