{"id":"W4396501219","doi":"10.1164/ajrccm-conference.2024.209.1_meetingabstracts.a5033","title":"Variation in Opioid Administration Among Patients Mechanically Ventilated With Acute Respiratory Failure","year":2024,"lang":"en","type":"article","venue":"","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Hospital","funders":"","keywords":"Opioid; Variation (astronomy); Medicine; Respiratory system; Respiratory failure; Acute respiratory failure; Anesthesia; Administration (probate law); Respiration; Emergency medicine; Intensive care medicine; Mechanical ventilation; Internal medicine; Political science","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":[0.0007028831,0.0001646563,0.0004817669,0.0008271199,0.0005728462,0.000973024,0.0005276406,0.0006966683,0.001358241],"category_scores_gemma":[0.005193964,0.0002302023,0.0004368753,0.001124485,0.000477633,0.0005261879,0.0006545516,0.0007588761,0.0002167926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000707345,"about_ca_system_score_gemma":0.0004319806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005632794,"about_ca_topic_score_gemma":0.007178252,"domain_scores_codex":[0.9982522,0.0004572382,0.0002983091,0.0004318041,0.0002743308,0.0002860494],"domain_scores_gemma":[0.9958905,0.0014569,0.001480634,0.0002406377,0.0003843586,0.0005467955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001621558,0.00004120843,0.9972619,0.0000100482,0.00009568554,0.0000852212,0.0002861914,0.00006047389,0.0004664553,0.00003618317,0.00008129483,0.001413105],"study_design_scores_gemma":[0.000002712502,0.00009057583,0.9989889,0.000004413465,0.000009830934,0.0001430242,0.0004354827,0.0001545737,0.00004479033,0.00001880135,0.0001019042,0.000004914555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990587,0.0001300143,0.0001354246,0.00005463665,0.00001116152,0.000007288605,0.0001462657,0.000004103087,0.0004524506],"genre_scores_gemma":[0.9996464,0.00003930266,0.00006035976,0.00003552125,0.000007037734,0.000004111656,0.0001412794,0.000002806656,0.00006312908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005632794,"threshold_uncertainty_score":0.01120001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009408449251308761,"score_gpt":0.2549895155684883,"score_spread":0.2455810663171795,"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."}}