{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05670852,0.0004620723,0.0005799538,0.002471915,0.001490104,0.001852382,0.003631771,0.001722687,0.001511537],"category_scores_gemma":[0.187138,0.0004872867,0.0007007565,0.002584284,0.001635231,0.001885147,0.002322169,0.002815389,0.0004907112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004187949,"about_ca_system_score_gemma":0.008135606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02048223,"about_ca_topic_score_gemma":0.02280175,"domain_scores_codex":[0.9235426,0.03215632,0.01643942,0.003919889,0.02046817,0.003473582],"domain_scores_gemma":[0.7607442,0.1415525,0.03402064,0.01791444,0.03725361,0.008514564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003397703,0.0004659266,0.769931,0.0004804144,0.00009772543,0.001024681,0.006075782,0.002676337,0.001258446,0.001211775,0.007726595,0.2087116],"study_design_scores_gemma":[0.00003895839,0.0007992801,0.9732947,0.0009844396,0.00008968752,0.002291034,0.007899852,0.00445228,0.001447951,0.001384347,0.007233797,0.00008380622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9284495,0.002459979,0.01799026,0.0363562,0.001909073,0.0008090209,0.0006838331,0.0005192828,0.01082285],"genre_scores_gemma":[0.9828238,0.0007121129,0.01171754,0.003033613,0.0003025139,0.0002571095,0.0002899399,0.0001670195,0.0006962889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05670852,"threshold_uncertainty_score":0.2999068,"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."}}