{"id":"W4384570900","doi":"10.5114/ait.2023.129315","title":"Commentary on “Integrated ultrasound protocol in predicting weaning success and extubation failure: a prospective observational study”","year":2023,"lang":"en","type":"letter","venue":"Anaesthesiology Intensive Therapy","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Medicine; Weaning; Prospective cohort study; Intensive care; Intensive care medicine; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02274892,0.001692313,0.003523326,0.002251042,0.003348945,0.002947899,0.007719842,0.03671516,0.008584609],"category_scores_gemma":[0.1545131,0.001322251,0.004111075,0.001985569,0.004457285,0.004956624,0.002003094,0.04899216,0.008872366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00760131,"about_ca_system_score_gemma":0.009593491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02386947,"about_ca_topic_score_gemma":0.01730203,"domain_scores_codex":[0.9730986,0.01132753,0.003135635,0.0027135,0.008716836,0.001007866],"domain_scores_gemma":[0.8527454,0.09703673,0.005321986,0.002308222,0.03863771,0.003949994],"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":[0.000106695,0.000006519381,0.00009090075,0.0004136227,0.00003117026,0.000119443,0.00006698307,0.0000197797,0.00006053817,0.0005020592,0.9962763,0.002306019],"study_design_scores_gemma":[0.000704458,0.0002480396,0.002328958,0.01202154,0.0004074016,0.001032866,0.0006287043,0.0004971128,0.0006441853,0.008125156,0.9730933,0.0002682515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001273309,0.008874884,0.0001458897,0.852466,0.1371059,0.00004657951,0.0004358342,0.00003808749,0.0007594525],"genre_scores_gemma":[0.0017129,0.004598383,0.0002225888,0.8932799,0.097786,0.0001818814,0.0001406172,0.00003429021,0.002043514],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03671516,"threshold_uncertainty_score":0.1203093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06705882508074201,"score_gpt":0.3431411368645939,"score_spread":0.2760823117838518,"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."}}