{"id":"W4404125084","doi":"10.1097/cce.0000000000001178","title":"Heterogeneous Treatment Effects of High-Frequency Oscillatory Ventilation for Acute Respiratory Distress Syndrome: A Post Hoc Analysis of the Oscillation for Acute Respiratory Distress Syndrome Treated Early (OSCILLATE) Trial","year":2024,"lang":"en","type":"article","venue":"Critical Care Explorations","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research; University of Toronto; Toronto General Hospital; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Post-hoc analysis; Respiratory distress; Acute respiratory distress; Medicine; High-frequency ventilation; Oscillation (cell signaling); Ventilation (architecture); Respiratory system; Randomized controlled trial; Mechanical ventilation; Anesthesia; Internal medicine; Physics; Lung; Biology","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"],"consensus_categories":[],"category_scores_codex":[0.0002155296,0.0004540466,0.001132782,0.0006658789,0.0003580148,0.00009907764,0.0002084256,0.0003515302,0.00003341917],"category_scores_gemma":[0.0003764284,0.0003476617,0.00123608,0.00124181,0.0003095703,0.0003572618,0.00005188713,0.0001550416,0.000005314583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004807002,"about_ca_system_score_gemma":0.0004521744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003191621,"about_ca_topic_score_gemma":0.00008582877,"domain_scores_codex":[0.996824,0.0002028175,0.001093984,0.0007905302,0.0006218363,0.0004668953],"domain_scores_gemma":[0.9968659,0.0006838581,0.0002314884,0.0009277305,0.001013838,0.000277192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.06694365,0.005330454,0.01497546,0.01570022,0.05985711,0.003959382,0.014739,0.001501524,0.7448129,0.04523216,0.0009419616,0.02600619],"study_design_scores_gemma":[0.09615795,0.124852,0.08744187,0.004174954,0.2496778,0.0003224992,0.00272452,0.003231044,0.4166246,0.003686007,0.007107826,0.003998952],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814042,0.001716181,0.004309707,0.0002008367,0.001342389,0.004179045,0.006686354,0.0001417268,0.00001955949],"genre_scores_gemma":[0.9962304,0.00002161502,0.0002903878,0.00008092254,0.0001577056,0.001587691,0.001448354,0.00008584578,0.00009704166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3281883,"threshold_uncertainty_score":0.9998975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03123364083636607,"score_gpt":0.338260982222378,"score_spread":0.307027341386012,"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."}}