{"id":"W2982766064","doi":"10.1007/s10140-019-01734-8","title":"A 2019 international survey to assess trends in follow-up imaging of blunt splenic trauma","year":2019,"lang":"en","type":"article","venue":"Emergency Radiology","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton General Hospital; McMaster University","funders":"","keywords":"Medicine; Blunt; Population; Protocol (science); Radiology; Blunt trauma; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000503971,0.0001416728,0.0004619011,0.0004429182,0.00001274806,0.000001931538,0.0001931059,0.00007546904,0.005420678],"category_scores_gemma":[0.0001389348,0.0001270524,0.0001314969,0.0003444122,0.00004154277,0.00007695526,0.00004223856,0.0001603052,0.0001439856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005765808,"about_ca_system_score_gemma":0.00004006058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006948169,"about_ca_topic_score_gemma":0.0005152517,"domain_scores_codex":[0.998646,0.00013081,0.0005049485,0.0002972579,0.0001533447,0.0002677054],"domain_scores_gemma":[0.9994186,0.00006903684,0.00009541459,0.000258591,0.00007836459,0.00007995006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008147003,0.00009413218,0.9547747,0.00001595885,0.00007881906,0.00001134247,0.0005413204,0.000007758666,0.008108962,0.0002791113,0.02277207,0.01250107],"study_design_scores_gemma":[0.001455848,0.0003654698,0.9893678,0.00002608578,0.00002122631,0.00005070714,0.0001349313,0.0001911938,0.000945381,0.00006312427,0.007251084,0.0001271349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984382,0.0003355532,0.0001203156,0.0009974954,0.003137379,0.0001547906,0.00003767102,0.00001601707,0.01081873],"genre_scores_gemma":[0.9911593,0.00008911906,0.0002381014,0.0001144554,0.0001355364,0.0000118764,0.0001351785,0.0000176285,0.008098873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03459306,"threshold_uncertainty_score":0.9954885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0457321389065745,"score_gpt":0.3562408215554556,"score_spread":0.3105086826488811,"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."}}