{"id":"W2072947164","doi":"10.3171/2014.9.peds14207","title":"Test characteristics of quick brain MRI for shunt evaluation in children: an alternative modality to avoid radiation","year":2015,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"National Center for Advancing Translational Sciences; Oregon Clinical and Translational Research Institute; National Institutes of Health","keywords":"Medicine; Magnetic resonance imaging; Neuroradiology; Radiology; Retrospective cohort study; Shunt (medical); Emergency department; Nuclear medicine; Surgery; 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":[0.001993994,0.000475397,0.0003736889,0.00200319,0.0001701608,0.000603992,0.0003558531,0.0004950504,0.001743176],"category_scores_gemma":[0.01384974,0.0002184719,0.0004906181,0.001328087,0.0004019067,0.0008575472,0.0004201342,0.0004563905,0.000406948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000368597,"about_ca_system_score_gemma":0.0005137429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001218938,"about_ca_topic_score_gemma":0.00155453,"domain_scores_codex":[0.9981441,0.0005612491,0.0004398917,0.0002184155,0.000487805,0.0001484705],"domain_scores_gemma":[0.9877903,0.00388751,0.006508827,0.0002809879,0.001028501,0.0005038435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001239653,0.00001954354,0.9946672,0.00003406166,0.0000157784,0.0003636091,0.0000512975,0.00007319331,0.0005049445,0.00001055065,0.0001105282,0.004025383],"study_design_scores_gemma":[0.00001589371,0.0006170755,0.988971,0.00005953377,0.00004694581,0.006979034,0.0001875753,0.0005324068,0.002041891,0.00001583822,0.0005220071,0.00001080357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99629,0.00135516,0.0006484465,0.0001224128,0.000022076,0.00003744905,0.0004031741,0.00003007417,0.001091352],"genre_scores_gemma":[0.9977657,0.0003669323,0.001386297,0.00005187913,0.00002495913,0.00002808401,0.0002760015,0.000009229964,0.00009088068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00200319,"threshold_uncertainty_score":0.01054537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05417545739880798,"score_gpt":0.3221558953738908,"score_spread":0.2679804379750828,"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."}}