{"id":"W4401962042","doi":"10.1111/pan.14988","title":"We have come a long way but, I still have questions","year":2024,"lang":"en","type":"letter","venue":"Pediatric Anesthesia","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Tonsillectomy; PDCA; Perioperative; Postoperative nausea and vomiting; Quality management; Stakeholder engagement; Psychological intervention; Intensive care medicine; Nausea; Anesthesia; Nursing; Operations management; Public relations","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","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0004038588,0.0008286734,0.001150099,0.001449203,0.0001370851,0.0001832975,0.0005527891,0.001511686,0.0008584577],"category_scores_gemma":[0.0002550238,0.0007207507,0.0005773802,0.0006950719,0.0003020095,0.0001262073,0.0001783162,0.005464563,0.0038001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000630794,"about_ca_system_score_gemma":0.0003564183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002646799,"about_ca_topic_score_gemma":0.00001277682,"domain_scores_codex":[0.9946808,0.0002688066,0.0007453461,0.001267241,0.001787929,0.001249842],"domain_scores_gemma":[0.99718,0.0005704356,0.0002308791,0.001203503,0.0004107999,0.0004043353],"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":[0.00005652373,0.0001174785,0.0456136,0.002613733,0.0002579353,0.05959951,0.0003491851,0.000001631217,0.000004779425,0.00005300179,0.8894084,0.001924189],"study_design_scores_gemma":[0.0009615836,0.0003996142,0.01788213,0.0002232948,0.002717176,0.007271885,0.0001295804,0.0003719898,0.00002148212,0.0004198595,0.9686335,0.000967883],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01905537,0.01370917,0.0002285935,0.9608096,0.0005460189,0.002010932,0.0001485452,0.0006447023,0.002847028],"genre_scores_gemma":[0.08473451,0.006271147,0.00280158,0.5008634,0.116885,0.001387784,0.003655191,0.001983461,0.2814179],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4599462,"threshold_uncertainty_score":0.9997846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02364557205048713,"score_gpt":0.2940133470571344,"score_spread":0.2703677750066473,"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."}}