{"id":"W7132906483","doi":"","title":"Thresholds for Initiating Invasive Ventilation in Hypoxemic Respiratory Failure","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ventilation (architecture); Hypoxemia; Randomized controlled trial; Artificial ventilation; Respiratory failure; Intensive care; Fraction of inspired oxygen","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01006288,0.0002645388,0.0005327198,0.0008114916,0.0002161422,0.0009690122,0.0007024642,0.0008408412,0.001575165],"category_scores_gemma":[0.0521786,0.0001856763,0.001127617,0.0009892428,0.0004762064,0.0006828708,0.0008738351,0.001106786,0.00008765801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007893021,"about_ca_system_score_gemma":0.0008439176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001530552,"about_ca_topic_score_gemma":0.0008508547,"domain_scores_codex":[0.9922314,0.005044861,0.001006853,0.0005867511,0.0007165462,0.0004136065],"domain_scores_gemma":[0.9568503,0.02865076,0.01208758,0.000771404,0.000683784,0.0009560405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00437915,0.000270019,0.9522968,0.0004966297,0.0005875779,0.0002057033,0.0004165677,0.007808522,0.0004763527,0.001923374,0.001406289,0.02973312],"study_design_scores_gemma":[0.0006051251,0.001714761,0.9656786,0.0005516578,0.0007009662,0.0007582788,0.0004273433,0.01836441,0.001255166,0.008696611,0.001192298,0.00005473448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852694,0.002320579,0.008204354,0.001156965,0.0000554694,0.0001911807,0.001103082,0.00003567387,0.001663406],"genre_scores_gemma":[0.9979813,0.0001293594,0.001401016,0.00009319406,0.00001764268,0.00009411723,0.0002503603,0.000002183934,0.00003097503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01006288,"threshold_uncertainty_score":0.05321819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07903312367357801,"score_gpt":0.3948341579888557,"score_spread":0.3158010343152777,"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."}}