{"id":"W4322774886","doi":"10.3390/diagnostics13050933","title":"A Web-Based Platform for the Automatic Stratification of ARDS Severity","year":2023,"lang":"en","type":"article","venue":"Diagnostics","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"Fonds de Recherche du Québec - Santé; Institut de Valorisation des Données; Centre hospitalier universitaire Sainte-Justine","keywords":"ARDS; Acute respiratory distress; Medicine; Fully automatic; Coronavirus disease 2019 (COVID-19); Radiography; Artificial intelligence; Lung; Machine learning; Radiology; Computer science; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007977981,0.001101429,0.0007107313,0.002628972,0.0002472126,0.0009199629,0.001193512,0.0009445749,0.005543394],"category_scores_gemma":[0.00239291,0.0003361811,0.0005930281,0.0009479278,0.0001709839,0.001122032,0.00144305,0.0007982411,0.005112211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004591288,"about_ca_system_score_gemma":0.000521932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002577037,"about_ca_topic_score_gemma":0.002811488,"domain_scores_codex":[0.9994262,0.00008528984,0.00005743952,0.0001850226,0.0002025051,0.00004352674],"domain_scores_gemma":[0.9986717,0.0004219789,0.00016128,0.0002084002,0.0003824646,0.0001541842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001923642,0.0009484541,0.03272313,0.001062716,0.0004101669,0.00138167,0.0002130137,0.01049406,0.03836041,0.001644975,0.09991407,0.8109238],"study_design_scores_gemma":[0.0003091972,0.0008856937,0.0808746,0.000437603,0.0003486534,0.002540382,0.0002260675,0.7331699,0.07005314,0.01037728,0.1004918,0.0002858559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08852289,0.003203426,0.5146105,0.001091295,0.0004871176,0.001524897,0.03513484,0.3436115,0.01181354],"genre_scores_gemma":[0.4940191,0.001701679,0.4226459,0.001973858,0.0004047351,0.001225811,0.06231506,0.002270736,0.01344312],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005543394,"threshold_uncertainty_score":0.01854444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04627198240012623,"score_gpt":0.3134995660002033,"score_spread":0.267227583600077,"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."}}