{"id":"W4399421618","doi":"10.1016/j.chest.2024.05.012","title":"Framework for Research Gaps in Pediatric Ventilator Liberation","year":2024,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Heart, Lung, and Blood Institute; National Institutes of Health; National Heart and Lung Institute; Wellcome Trust; Children's Hospital Los Angeles; School of Medicine, Indiana University; University of Southern California","keywords":"Liberation; Clinical Practice; Best practice; Medicine; Intensive care medicine; Nursing; Political science; Law; Chemistry","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2081328,0.003880186,0.008140456,0.01430217,0.01058438,0.0341567,0.01356195,0.02643754,0.01952536],"category_scores_gemma":[0.1753328,0.002183742,0.004330332,0.009139364,0.03416754,0.0361255,0.02510686,0.03186835,0.002761998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03798852,"about_ca_system_score_gemma":0.1941282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03375119,"about_ca_topic_score_gemma":0.03498385,"domain_scores_codex":[0.9158585,0.05069236,0.01250083,0.00697193,0.007259834,0.006716561],"domain_scores_gemma":[0.5951054,0.3207566,0.01551703,0.009455604,0.03985923,0.01930623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004055006,0.0004742572,0.002396348,0.01506115,0.0003880823,0.0006146259,0.004981531,0.002087809,0.0002689284,0.7944009,0.07387464,0.1050463],"study_design_scores_gemma":[0.0002737743,0.0002647993,0.001187346,0.04564693,0.0004318488,0.0002808939,0.01258735,0.002120431,0.0002868895,0.7737812,0.1629996,0.0001388355],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.0009716789,0.173083,0.01352434,0.7948745,0.009159359,0.0003632541,0.0004368212,0.000186568,0.007400436],"genre_scores_gemma":[0.171005,0.2250655,0.2425387,0.3222995,0.02820789,0.005553687,0.001318265,0.0002757439,0.003735905],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2081328,"threshold_uncertainty_score":0.9765133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1213145813563904,"score_gpt":0.4324643924613342,"score_spread":0.3111498111049438,"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."}}