{"id":"W4283461220","doi":"10.1097/pec.0000000000002786","title":"Accuracy and Interrater Reliability of Point-of-Care Ultrasonography Image Interpretation for Intussusception","year":2022,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Gastrointestinal disorders and treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Children's Hospitals and Clinics of Minnesota","keywords":"Medicine; Inter-rater reliability; Confidence interval; Sonographer; Intussusception (medical disorder); Echogenicity; Logistic regression; Reliability (semiconductor); Prospective cohort study; Ultrasonography; Physical therapy; Surgery; Internal medicine; Statistics","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":[0.00007585419,0.0001233045,0.0002295354,0.0001753322,0.00007024942,0.000002349312,0.00006161701,0.00002486305,0.0003050495],"category_scores_gemma":[0.0002240676,0.000112586,0.0001966622,0.0002621252,0.00002994694,0.00009052979,0.00005741293,0.00009701736,7.915033e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004545262,"about_ca_system_score_gemma":0.00003864371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006364487,"about_ca_topic_score_gemma":0.000008822502,"domain_scores_codex":[0.9990396,0.00004317538,0.0003885438,0.0002366578,0.0001608498,0.0001312068],"domain_scores_gemma":[0.9990836,0.00005268784,0.0002112178,0.0001815922,0.0004204662,0.00005038394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005679556,0.0001965869,0.9785869,0.002073032,0.00003050438,0.000001356466,0.01040522,0.00001348836,0.001006253,0.00001319322,0.0007905081,0.006314978],"study_design_scores_gemma":[0.003422836,0.008047809,0.9204729,0.00006333355,0.001290809,0.00001983394,0.06422147,0.0002449146,0.0009709499,0.0007270466,0.0002227852,0.000295355],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942271,0.003032282,0.001001679,0.00006303353,0.000283344,0.0007365771,0.0002045783,0.00002036473,0.0004310841],"genre_scores_gemma":[0.9966708,0.0004630351,0.002288108,0.00000987202,0.00004426166,0.0001415271,0.0003515359,0.00001570491,0.00001509735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05811407,"threshold_uncertainty_score":0.4591123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007312500806547445,"score_gpt":0.2773244434697879,"score_spread":0.2700119426632405,"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."}}