{"id":"W2276404319","doi":"10.4187/respcare.10551757","title":"Noninvasive Ventilation in Acute Lung Injury: Caution Is Good, More Evidence Is Better","year":2010,"lang":"en","type":"editorial","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Royal Columbian Hospital","funders":"","keywords":"Medicine; Intensive care medicine; Mechanical ventilation; Anesthesia","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0004825433,0.0007265907,0.001045096,0.0006937611,0.0001604563,0.00009931198,0.0003918339,0.002949652,0.0007040994],"category_scores_gemma":[0.0003918564,0.0007216416,0.0004580672,0.0004841163,0.0001143502,0.0004544609,0.0001675206,0.002787968,0.0002212129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009377944,"about_ca_system_score_gemma":0.00255694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006278762,"about_ca_topic_score_gemma":0.00008948735,"domain_scores_codex":[0.9953029,0.0001210966,0.000902986,0.001212769,0.001784826,0.0006754688],"domain_scores_gemma":[0.996556,0.0001532272,0.0005660397,0.001299334,0.00107917,0.0003462584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004265685,0.00004248759,0.008457176,0.00103584,0.0001522667,0.0008315377,0.00230555,2.557862e-7,0.03272113,0.000003926516,0.9494126,0.004610589],"study_design_scores_gemma":[0.001061138,0.0005806694,0.001133538,0.001958629,0.0006399694,0.000006788184,0.0002907206,0.000003104868,0.09283137,0.00000951274,0.9008868,0.0005977048],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.2479623,0.006848988,0.00006706221,0.0005772507,0.7392594,0.002826666,0.001426165,0.0002459995,0.0007862294],"genre_scores_gemma":[0.03641022,0.000524797,0.0004283158,0.01454236,0.9415795,0.000624447,0.002198342,0.0004944706,0.003197609],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.211552,"threshold_uncertainty_score":0.9995235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01663032578675253,"score_gpt":0.3308488086546237,"score_spread":0.3142184828678711,"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."}}