{"id":"W4392353579","doi":"10.1177/17511437241231704","title":"Swallowing during provision of helmet ventilation: Review and provisional multidisciplinary guidance","year":2024,"lang":"en","type":"article","venue":"Journal of the Intensive Care Society","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of Alberta; University of British Columbia","funders":"","keywords":"Swallowing; Medicine; Intensive care medicine; Multidisciplinary approach; Intubation; Ventilation (architecture); Airway; Critically ill; Anesthesia; Surgery","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":[0.001851059,0.0005997693,0.001299837,0.00451607,0.0003932083,0.001270746,0.001158627,0.001687546,0.001710063],"category_scores_gemma":[0.007761352,0.0003594055,0.001151845,0.003821318,0.0008300301,0.00187805,0.000770073,0.0009730741,0.0005115716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00106019,"about_ca_system_score_gemma":0.00313666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002813827,"about_ca_topic_score_gemma":0.004929296,"domain_scores_codex":[0.9983301,0.0003661716,0.0007604138,0.0001572132,0.0003165988,0.00006961959],"domain_scores_gemma":[0.9939827,0.003887256,0.001048357,0.00009267392,0.0008560187,0.0001330331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001496988,0.00006417793,0.00176831,0.1380588,0.0003423383,0.0008996668,0.0004968254,0.0003551005,0.0004153419,0.001353595,0.01635879,0.8397375],"study_design_scores_gemma":[0.00007011231,0.0004106854,0.01936514,0.3772814,0.002377711,0.02135707,0.00159095,0.0005216722,0.0007663234,0.002018105,0.5741004,0.0001405011],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004319362,0.9984775,0.0001053902,0.0003853218,0.000178968,0.00001120908,0.00001561903,0.000003399934,0.0003906357],"genre_scores_gemma":[0.003108629,0.9960909,0.0002369372,0.0002235492,0.0002285883,0.00001464906,0.00002504078,0.0000016476,0.00007003042],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00451607,"threshold_uncertainty_score":0.009789407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02677470416733743,"score_gpt":0.4077716025349659,"score_spread":0.3809968983676284,"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."}}