{"id":"W4220828118","doi":"10.1117/12.2604261","title":"Optical monitoring in kidney transplant","year":2022,"lang":"en","type":"article","venue":"","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital","funders":"","keywords":"Computer science; Kidney transplant; Kidney; Medicine; Kidney transplantation; Internal medicine","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":[0.00145669,0.0002987415,0.0003995767,0.0005484539,0.0002709861,0.001075982,0.0002665378,0.0005094512,0.001420858],"category_scores_gemma":[0.001594095,0.0001312569,0.0002808877,0.0004053166,0.0004088624,0.0005212695,0.0006095449,0.0006573858,0.0002983177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003448437,"about_ca_system_score_gemma":0.0004261843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00034745,"about_ca_topic_score_gemma":0.0003934726,"domain_scores_codex":[0.9991091,0.0004632473,0.00005741461,0.0001102409,0.0001936334,0.00006633227],"domain_scores_gemma":[0.9990846,0.0003859401,0.0003080814,0.0000508165,0.00008958741,0.00008102344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003810121,0.001281573,0.3302865,0.0019959,0.0002761001,0.002204672,0.0004606535,0.001724466,0.07308027,0.003160506,0.002987468,0.5787318],"study_design_scores_gemma":[0.0003921913,0.01286225,0.7794909,0.0012207,0.0007255138,0.03299332,0.001235153,0.01958859,0.07475763,0.009570735,0.06699743,0.0001656097],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7763451,0.1658636,0.03619337,0.002617631,0.000887543,0.0001490835,0.0001500714,0.0002018654,0.01759165],"genre_scores_gemma":[0.9627861,0.02155161,0.01165928,0.0009619631,0.0009545608,0.00008308175,0.00008311757,0.00001911943,0.001901156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00145669,"threshold_uncertainty_score":0.007703841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03102051396599348,"score_gpt":0.2813275482430637,"score_spread":0.2503070342770702,"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."}}