{"id":"W4414547806","doi":"10.1007/978-981-95-0673-6_8","title":"Comparison of Different Methods of Weaning from Mechanical Ventilation","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"ASTER","funders":"","keywords":"Mechanical ventilation; Weaning; Spontaneous breathing trial; Intermittent mandatory ventilation; Ventilation (architecture); Randomized controlled trial; Pressure support ventilation","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":[0.0009915427,0.0004780101,0.0006265097,0.00151821,0.0002684171,0.001194253,0.001087038,0.0006606709,0.01711634],"category_scores_gemma":[0.001892177,0.0001376549,0.0007434507,0.001142368,0.0005337938,0.0009323588,0.0007305089,0.0008291312,0.003099541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006385403,"about_ca_system_score_gemma":0.0003624344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005575266,"about_ca_topic_score_gemma":0.00169628,"domain_scores_codex":[0.9995388,0.0001573123,0.00002912265,0.00003197308,0.0002148387,0.00002801587],"domain_scores_gemma":[0.9990957,0.0007892499,0.00001756613,0.00002130153,0.00005638353,0.00001988997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005608065,0.0001907118,0.000378795,0.001894448,0.00005086413,0.0002910436,0.0003374504,0.001204718,0.003022286,0.02803539,0.02479058,0.9392428],"study_design_scores_gemma":[0.0001003468,0.001491318,0.01479782,0.00287915,0.0001777007,0.004098915,0.000576527,0.002161714,0.006303163,0.04217007,0.92516,0.00008327737],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0224448,0.3779734,0.03564912,0.002938192,0.004489519,0.000249579,0.0007388953,0.0004309786,0.5550855],"genre_scores_gemma":[0.1078256,0.2433522,0.06440428,0.003716705,0.003040771,0.0005727964,0.001567832,0.0007936194,0.5747262],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01711634,"threshold_uncertainty_score":0.05725986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08096658670777393,"score_gpt":0.4083325912015954,"score_spread":0.3273660044938215,"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."}}