{"id":"W4391281254","doi":"10.1002/jum.16421","title":"Transcranial Doppler and Color‐Coded Doppler Use for Brain Death Determination in Adult Patients: A Pictorial Essay","year":2024,"lang":"en","type":"article","venue":"Journal of Ultrasound in Medicine","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Transcranial Doppler; Circulatory system; Doppler effect; Radiology; Cardiology","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":[0.001162424,0.0007597731,0.0006832441,0.003011706,0.000250386,0.001169008,0.0006385585,0.001070527,0.002179676],"category_scores_gemma":[0.00270255,0.0003230457,0.0005710198,0.001492082,0.000926704,0.001737799,0.0004715361,0.001756658,0.001620129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004626673,"about_ca_system_score_gemma":0.0006116489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006737419,"about_ca_topic_score_gemma":0.0008319166,"domain_scores_codex":[0.9995111,0.0001470973,0.000140853,0.00006517702,0.0001147364,0.00002105504],"domain_scores_gemma":[0.9982421,0.001156433,0.0001842926,0.00003767108,0.0003296067,0.00004974746],"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":[0.0001454995,0.0001504288,0.003207922,0.009362197,0.0001166738,0.002018444,0.0005201268,0.0005820324,0.003126471,0.008711897,0.2079634,0.7640949],"study_design_scores_gemma":[0.00002476792,0.0002135767,0.007441755,0.007119566,0.0001145042,0.01921784,0.0002607795,0.0005836421,0.0008441549,0.0038345,0.9602405,0.0001044653],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001358399,0.9736964,0.003322626,0.009178244,0.00543665,0.0000504192,0.0001380887,0.00005858796,0.006760593],"genre_scores_gemma":[0.005804154,0.9710499,0.00533933,0.0043589,0.01081001,0.00009440836,0.00016795,0.00002108137,0.00235427],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003011706,"threshold_uncertainty_score":0.007291734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01713787578972451,"score_gpt":0.3041535597539023,"score_spread":0.2870156839641778,"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."}}