{"id":"W2167524538","doi":"10.1148/rg.283075095","title":"Normal Doppler Spectral Waveforms of Major Pediatric Vessels: Specific Patterns","year":2008,"lang":"en","type":"review","venue":"Radiographics","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Waveform; Doppler effect; Hemodynamics; Vascular resistance; Blood flow; Cardiology; Ultrasonography; Internal medicine; Radiology; Telecommunications","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002269359,0.0006456213,0.002673654,0.001406961,0.0000828153,0.00001866484,0.0003737667,0.000607543,0.00009835224],"category_scores_gemma":[0.00003046109,0.0004210128,0.002929606,0.001680485,0.0002033456,0.00008500084,0.00008469777,0.000964899,0.00004583702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005314753,"about_ca_system_score_gemma":0.0002198807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001753669,"about_ca_topic_score_gemma":0.000002533794,"domain_scores_codex":[0.9970835,0.0001032784,0.001046463,0.0005636208,0.0006334038,0.0005697157],"domain_scores_gemma":[0.9981712,0.0001073169,0.0005106656,0.000884845,0.000106438,0.0002195718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009455478,0.001070736,0.03115883,0.1068388,0.00257404,0.0038571,0.0003598198,0.000001280649,0.000004072686,0.000708346,0.0122013,0.8411311],"study_design_scores_gemma":[0.0009559882,0.0004713416,0.007198781,0.004062714,0.0026393,0.007687919,0.00002580624,0.000001251692,0.000009415335,0.00003570733,0.9762207,0.0006911102],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002573719,0.9949494,0.000120944,0.00001567019,0.0004662084,0.0009014393,0.0001673629,0.0001040045,0.0007012787],"genre_scores_gemma":[0.0002589946,0.9967536,0.0006088773,0.00001733598,0.00158617,0.00005102985,0.0004325503,0.00009972484,0.0001917453],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9640194,"threshold_uncertainty_score":0.9998242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05029868512870232,"score_gpt":0.2990473742773045,"score_spread":0.2487486891486022,"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."}}