{"id":"W6940016898","doi":"10.6084/m9.figshare.c.7195193.v1","title":"Rapidly improving ARDS differs clinically and biologically from persistent ARDS","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital","funders":"","keywords":"ARDS; Hypoxemia; Observational study; Prospective cohort study; Cohort; Mechanical ventilation; Severity of illness; Acute respiratory distress","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":[0.0007933938,0.0003596722,0.0005219317,0.0007007025,0.0002961005,0.0008237836,0.0003454381,0.0003995007,0.001992187],"category_scores_gemma":[0.00206056,0.0001161509,0.0004634912,0.0007535144,0.0003668267,0.0003865661,0.0006517777,0.0005006326,0.0002567566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002243578,"about_ca_system_score_gemma":0.0003064619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005831017,"about_ca_topic_score_gemma":0.0006662384,"domain_scores_codex":[0.9992305,0.0001877401,0.0001345119,0.0001657813,0.0001114806,0.0001700314],"domain_scores_gemma":[0.9961517,0.0007358262,0.002143361,0.0001994319,0.0001576546,0.0006119494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002110158,0.00002255257,0.9983486,0.0000111886,0.00004057203,0.00008506935,0.0000205893,0.0000270667,0.0005309741,0.00001480784,0.00003187458,0.0006557608],"study_design_scores_gemma":[0.000008965568,0.0001091596,0.9991486,0.000004285266,0.00001729034,0.0003614142,0.00006182661,0.0001188908,0.0000838215,0.00002943034,0.00005422017,0.000002186201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991018,0.0002830333,0.00008354823,0.00003329546,0.000006847096,0.000008452513,0.0002240235,0.000002943482,0.0002562133],"genre_scores_gemma":[0.9995329,0.00004594841,0.00006006111,0.00001732269,0.00001927564,0.00000742802,0.0002808056,9.152636e-7,0.00003530002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001992187,"threshold_uncertainty_score":0.006664574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02714131194348519,"score_gpt":0.2339462639893522,"score_spread":0.206804952045867,"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."}}