{"id":"W2008394633","doi":"10.1007/s00247-011-2263-4","title":"Problems with implementing a standardised transcranial Doppler screening programme: impact of instrumentation variation on STOP classification","year":2011,"lang":"en","type":"article","venue":"Pediatric Radiology","topic":"Hemoglobinopathies and Related Disorders","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Transcranial Doppler; Neuroradiology; Neuroimaging; Radiology; Doppler effect; Stroke (engine); Ultrasound; Neurology","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":[0.0003673152,0.0001541814,0.0002899777,0.0002258933,0.00008353723,0.000006390952,0.00005436447,0.0001484431,0.0001424853],"category_scores_gemma":[0.00003560604,0.0001078557,0.0001112194,0.0003863115,0.00005574903,0.00007931524,0.000006319888,0.0001887949,0.000002731018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009283841,"about_ca_system_score_gemma":0.0001984167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000300722,"about_ca_topic_score_gemma":0.000009009682,"domain_scores_codex":[0.9986997,0.00008613017,0.000413451,0.0002560314,0.0001973193,0.0003473958],"domain_scores_gemma":[0.9993025,0.00003534784,0.000291757,0.0001558254,0.0001185425,0.00009601436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003822319,0.0006142094,0.9219653,0.0002266495,0.0004626756,0.0000129893,0.009634032,0.0003191663,0.004657661,0.0005549674,0.000204008,0.057526],"study_design_scores_gemma":[0.008279899,0.00563459,0.9823591,0.00002931984,0.000595657,0.0001136136,0.0007429508,0.001770413,0.0001256858,0.00009142984,0.00006706871,0.0001902482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834333,0.00008725168,0.01397767,0.0001102209,0.00006153447,0.0009528595,0.00002015825,0.00005760419,0.001299404],"genre_scores_gemma":[0.9958099,0.0001532128,0.003666175,0.00002268779,0.0001258157,0.00005651051,0.0001323055,0.00002171682,0.00001168873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0603938,"threshold_uncertainty_score":0.4398228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03555302040781243,"score_gpt":0.2801232089379167,"score_spread":0.2445701885301043,"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."}}