{"id":"W4409309204","doi":"10.1016/j.ccc.2025.02.005","title":"Use of Point-of-Care Ultrasound for the Assessment and Management of Mechanically Ventilated Patients","year":2025,"lang":"en","type":"review","venue":"Critical Care Clinics","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Point of care ultrasound; Ultrasound; Intensive care medicine; Point-of-care testing; Point of care; Mechanical ventilation; Emergency medicine; Radiology; Anesthesia; Nursing; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0004094958,0.0003027326,0.001985682,0.00008121794,0.00006479661,0.0000171118,0.0003308557,0.0004560982,0.00003642933],"category_scores_gemma":[0.004909442,0.0002104464,0.0009589678,0.0003190636,0.0004739724,0.00003515972,0.0002183962,0.0004681848,0.000001246255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009140633,"about_ca_system_score_gemma":0.0003528706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002172389,"about_ca_topic_score_gemma":0.0000017241,"domain_scores_codex":[0.9965608,0.0001237929,0.002175543,0.0005059942,0.0004066509,0.0002272723],"domain_scores_gemma":[0.9695907,0.02712389,0.0004790252,0.0009927319,0.001686768,0.0001268898],"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":[0.000088668,0.0009023703,0.0006725941,0.3416554,0.0009493924,0.000001646676,0.00006403365,2.720901e-7,9.600499e-7,0.03872886,0.0003541967,0.6165816],"study_design_scores_gemma":[0.00193528,0.003287805,0.002564639,0.08460809,0.04152691,0.000005145838,0.001160182,0.00001577921,0.00002013455,0.002797343,0.861521,0.0005577046],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000147996,0.9869866,0.003820612,0.0001410032,0.0005301586,0.005401128,0.002615482,0.00002544847,0.0003315699],"genre_scores_gemma":[0.003555741,0.9740741,0.02082098,0.0001130342,0.00004169553,0.0003919021,0.0009069478,0.00004329915,0.0000523238],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8611668,"threshold_uncertainty_score":0.8581756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1359599869282749,"score_gpt":0.4943766548453895,"score_spread":0.3584166679171145,"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."}}