{"id":"W4248676702","doi":"10.32920/ryerson.14638788","title":"High Frequency Ultrasound in Monitoring Suitability for Transplantation","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Ontario Institute for Cancer Research; University of Toronto","funders":"","keywords":"Liver transplantation; Ultrasound; Transplantation; Saline; Viaspan; Medicine; Ischemia; Phosphate buffered saline; Biomedical engineering; Reperfusion injury; Radiology; Surgery; Internal medicine; Chemistry; Chromatography","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":[0.002176238,0.0003993142,0.0003795919,0.001321902,0.0001811103,0.0008939932,0.0003368842,0.0009105027,0.001316824],"category_scores_gemma":[0.001573807,0.0002291156,0.0002326751,0.0008523149,0.0006133129,0.000639689,0.0005823766,0.0008116107,0.000413388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002604513,"about_ca_system_score_gemma":0.0002867379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003567063,"about_ca_topic_score_gemma":0.0004641044,"domain_scores_codex":[0.998799,0.0005657069,0.00005562928,0.000128737,0.0003535977,0.00009734941],"domain_scores_gemma":[0.9988794,0.000417068,0.0003488855,0.00006927657,0.0001780848,0.0001072164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002966752,0.0003656995,0.07616401,0.0008434282,0.00008414723,0.0004997349,0.0003810798,0.001294217,0.745231,0.0008072081,0.0009314938,0.1704313],"study_design_scores_gemma":[0.0001214863,0.01314166,0.2778607,0.0005955493,0.0005316049,0.006765905,0.001712403,0.01604631,0.6668072,0.00208465,0.01417952,0.0001530606],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8179249,0.05991666,0.1121839,0.0007137866,0.0003777918,0.0002167112,0.0002380716,0.0004471782,0.007980979],"genre_scores_gemma":[0.9496644,0.01668867,0.03048622,0.0002898944,0.000214731,0.0001293633,0.0001819418,0.00004671351,0.002298012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002176238,"threshold_uncertainty_score":0.01150918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02674010450704269,"score_gpt":0.3187180416147076,"score_spread":0.2919779371076649,"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."}}