{"id":"W3144875883","doi":"10.1097/pec.0000000000002396","title":"Learning Pediatric Point-of-Care Ultrasound","year":2021,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; Dalhousie University; University of Toronto; London Health Sciences Centre","funders":"","keywords":"Credentialing; Ultrasound; MEDLINE; Ultrasonography; Medical imaging; Pediatric Radiology","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":[0.003674598,0.0004821369,0.0002945715,0.0007616371,0.0003003619,0.0008737876,0.0006496478,0.0005735754,0.003825446],"category_scores_gemma":[0.02432245,0.0002109323,0.0003858817,0.0003057465,0.0003321281,0.001153977,0.00109218,0.0006244444,0.001108193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008981131,"about_ca_system_score_gemma":0.001911098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009236478,"about_ca_topic_score_gemma":0.00133199,"domain_scores_codex":[0.9974625,0.0005919457,0.0002474721,0.0003653372,0.000944895,0.0003877832],"domain_scores_gemma":[0.9865659,0.00387497,0.005431872,0.0004444009,0.002136792,0.00154613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001419194,0.001005451,0.921283,0.0001147352,0.00002290046,0.00025157,0.001240556,0.0009188124,0.001312973,0.000112862,0.001831288,0.07176384],"study_design_scores_gemma":[0.0000543928,0.00339517,0.9792266,0.00012682,0.0000246684,0.002242484,0.00158286,0.004299754,0.003950513,0.0003711629,0.004693742,0.00003180268],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9950652,0.00007713106,0.002088162,0.0003639305,0.00001218702,0.0001785462,0.0001898062,0.0001095596,0.001915454],"genre_scores_gemma":[0.988295,0.000144716,0.01035647,0.0001617805,0.00001794786,0.0002001924,0.0002760401,0.00001235517,0.0005356374],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003825446,"threshold_uncertainty_score":0.01943338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01774142422300797,"score_gpt":0.3191097060929806,"score_spread":0.3013682818699727,"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."}}