{"id":"W4404347424","doi":"10.1007/s00134-024-07690-3","title":"Early physiologic changes after awake prone positioning predict clinical outcomes in patients with acute hypoxemic respiratory failure","year":2024,"lang":"en","type":"article","venue":"Intensive Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System; University of Toronto; University Health Network","funders":"American Thoracic Society","keywords":"Medicine; Anesthesiology; Pain medicine; Acute respiratory failure; Intensive care medicine; Respiratory failure; Prone position; Respiratory physiology; Respiratory system; Anesthesia; Emergency medicine; Mechanical ventilation; Internal medicine","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":[0.000274518,0.0004588143,0.0003582462,0.0004076184,0.0003518228,0.0008652457,0.0002912762,0.0007235977,0.001273468],"category_scores_gemma":[0.002490466,0.0001653742,0.0003372592,0.0003937428,0.0003669978,0.0005890811,0.000563247,0.0009076573,0.0002180337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002566599,"about_ca_system_score_gemma":0.0002942875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0011335,"about_ca_topic_score_gemma":0.00184099,"domain_scores_codex":[0.9997788,0.00005050807,0.00002226353,0.00002873689,0.00003972751,0.00008001349],"domain_scores_gemma":[0.9983904,0.0004022914,0.0005965036,0.00006368994,0.00009656034,0.0004506009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003082398,0.00005693403,0.9968507,0.000008606605,0.00002834928,0.0004330582,0.00007107786,0.00007133775,0.0004226778,0.0000211497,0.00007509739,0.001652876],"study_design_scores_gemma":[0.000004057975,0.0001981159,0.9989686,0.000006752422,0.00001305748,0.0002953958,0.0001931836,0.0001612578,0.0000676017,0.00003305029,0.00005516838,0.000003902974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988962,0.0002532519,0.00008312456,0.00007320621,0.00002516469,0.000006764875,0.00006141976,0.000002891918,0.0005978517],"genre_scores_gemma":[0.9996127,0.00008481538,0.00003903787,0.00002667898,0.00003117412,0.000004151426,0.0001129793,8.644953e-7,0.00008748309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001273468,"threshold_uncertainty_score":0.004260242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0216124326327823,"score_gpt":0.3087639622374046,"score_spread":0.2871515296046223,"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."}}