{"id":"W2407729072","doi":"10.1213/ane.0000000000001134","title":"Perioperative Ultrasound Training in Anesthesiology: A Call to Action","year":2016,"lang":"en","type":"review","venue":"Anesthesia & Analgesia","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"Grifols; St. Jude Medical; Viropharma; Institut de Cardiologie de Montréal; Society of Cardiovascular Anesthesiologists; Edwards Lifesciences","keywords":"Medicine; Anesthesiology; Perioperative; Call to action; Pain medicine; Action (physics); Anesthesia; Medical emergency; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007294143,0.0007408849,0.003038494,0.0005637992,0.000130549,0.00005175508,0.0004357441,0.0008992906,0.000524972],"category_scores_gemma":[0.0006681024,0.0005156014,0.0006805945,0.001043641,0.0002316445,0.0001097582,0.000026188,0.0009029713,0.001718048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004744096,"about_ca_system_score_gemma":0.001084535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006099193,"about_ca_topic_score_gemma":0.00007166497,"domain_scores_codex":[0.9959763,0.0004142552,0.001363546,0.00118071,0.0003536107,0.0007115364],"domain_scores_gemma":[0.9957866,0.002256301,0.0003701728,0.0009778604,0.0001376815,0.0004714047],"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":[0.00007620217,0.0002318898,0.001008366,0.001886079,0.0001999164,0.0005014165,0.0007667221,5.133481e-7,0.00004594939,0.00139265,0.001055428,0.9928349],"study_design_scores_gemma":[0.0003884389,0.0004240675,0.005012077,0.008467307,0.0005508919,0.004258025,0.0001409362,6.098921e-7,0.000002649863,0.0001058375,0.9800853,0.0005638846],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004052286,0.9880518,0.0001217404,0.002179543,0.00006054018,0.003351096,0.00001958439,0.0002161809,0.001947249],"genre_scores_gemma":[0.001053192,0.9915845,0.001362858,0.001731349,0.0005321775,0.001216047,0.0002228029,0.0001557169,0.002141373],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.992271,"threshold_uncertainty_score":0.9997296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1135658153012452,"score_gpt":0.4130939444891892,"score_spread":0.299528129187944,"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."}}