{"id":"W4388911954","doi":"10.1007/s00247-023-05798-0","title":"Intussusception reduction methods in daily practice—a survey by the European Society of Paediatric Radiology Abdominal Imaging Taskforce","year":2023,"lang":"en","type":"article","venue":"Pediatric Radiology","topic":"Gastrointestinal disorders and treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; McMaster Children's Hospital","funders":"","keywords":"Medicine; Fluoroscopy; Sedation; Intussusception (medical disorder); Neuroradiology; Interventional radiology; Ultrasound; Modalities; Pediatric Radiology; Radiology; Reduction (mathematics); General surgery; Surgery; Psychiatry","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":[0.004503382,0.000202704,0.0004365357,0.0002464826,0.00008936585,0.000007602065,0.0001526504,0.00008513784,0.00002305088],"category_scores_gemma":[0.001512212,0.0001499385,0.0001595366,0.00126566,0.000185458,0.00009597249,0.00007505198,0.0004016895,0.00004912939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009889153,"about_ca_system_score_gemma":0.00009201551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005293938,"about_ca_topic_score_gemma":0.000005856889,"domain_scores_codex":[0.9957649,0.002673956,0.0005638255,0.0004134938,0.0001431827,0.0004406626],"domain_scores_gemma":[0.9977666,0.001362146,0.0003660532,0.000292291,0.0001327684,0.00008011897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003682073,0.0002315481,0.8520959,0.00006954101,0.0000865356,0.00005058881,0.000615375,0.0001504544,0.004268014,0.00001368459,0.09832695,0.0437232],"study_design_scores_gemma":[0.00254612,0.0005231043,0.9905223,0.000006431434,0.0003521064,0.002096088,0.001033687,0.001764735,0.00002732012,0.0001462458,0.000838606,0.0001432664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789696,0.004964253,0.008928461,0.003916546,0.0007140675,0.0007052447,0.00003868185,0.0001249104,0.001638231],"genre_scores_gemma":[0.9810805,0.004654327,0.01270297,0.0001927921,0.0006258029,0.00003400969,0.0004032961,0.00004219206,0.0002640674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1384264,"threshold_uncertainty_score":0.6114315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02486382852775014,"score_gpt":0.3445580709492155,"score_spread":0.3196942424214654,"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."}}