{"id":"W4390827640","doi":"10.1213/ane.0000000000006834","title":"Beyond the Echo: The Evolution and Revolution of Ultrasound in Anesthesia","year":2024,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Ultrasound; Modalities; Medicine; Ultrasound imaging; Medical physics; Radiology; Sociology","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":[0.004164438,0.0003869873,0.0004781797,0.001699241,0.001348288,0.004386518,0.0007521875,0.002803061,0.004608975],"category_scores_gemma":[0.008587844,0.0001901849,0.0004001664,0.001441591,0.01101484,0.007612876,0.003002159,0.004700025,0.001245191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0021162,"about_ca_system_score_gemma":0.002861641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002100324,"about_ca_topic_score_gemma":0.00239414,"domain_scores_codex":[0.9974904,0.001191414,0.0001089319,0.0001919917,0.0008345366,0.0001827655],"domain_scores_gemma":[0.9941654,0.004171855,0.0003198825,0.0002452201,0.0007132783,0.0003842645],"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":[0.0001419271,0.00007197112,0.00171369,0.00155797,0.00003066264,0.0004863171,0.005796869,0.0004459873,0.001561328,0.458397,0.04729109,0.4825052],"study_design_scores_gemma":[0.00001845989,0.0001415009,0.001772907,0.002893747,0.00002349027,0.001651361,0.003234664,0.0003199327,0.0008670902,0.1752929,0.8137264,0.00005756179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007785442,0.7115287,0.01728971,0.1773251,0.00934609,0.00002544154,0.00006417039,0.0001244035,0.07651087],"genre_scores_gemma":[0.188066,0.6989694,0.01724362,0.0481594,0.02593732,0.00007481201,0.00007305809,0.0002247892,0.02125171],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004608975,"threshold_uncertainty_score":0.02202392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00773040331881214,"score_gpt":0.2462867139425546,"score_spread":0.2385563106237425,"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."}}