{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001104559,0.00003503775,0.00008439317,0.00004193077,0.00002629305,0.000002306483,0.00003254693,0.00001207615,0.0002625334],"category_scores_gemma":[0.00002023194,0.00002577052,0.00004015496,0.00007640009,0.000009708869,0.00001222968,0.00002346675,0.000137696,0.0000114569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002390518,"about_ca_system_score_gemma":0.0000249619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001926226,"about_ca_topic_score_gemma":4.540497e-7,"domain_scores_codex":[0.9996079,0.00001565048,0.00007159703,0.00008324839,0.0001237514,0.00009786623],"domain_scores_gemma":[0.9998518,0.00001123892,0.000003938132,0.00007280183,0.000003751504,0.00005642018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004040459,0.0005171601,0.8581679,0.0001312258,0.00005065186,0.00391195,0.001299832,0.0001783272,0.1156396,0.002744754,0.0009655395,0.01598894],"study_design_scores_gemma":[0.004664382,0.00094029,0.872542,0.0001588946,0.00007389804,0.001704936,0.00220436,0.0005070815,0.09631962,0.0003426393,0.02025743,0.0002845209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838671,0.00009889092,0.0001228247,0.001135419,0.0001185884,0.00007912071,0.000001648762,0.00004090369,0.01453551],"genre_scores_gemma":[0.9976381,0.000026605,0.0009503115,0.0001963536,0.00004187153,0.00002383679,0.000004538054,0.000003639113,0.001114709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01932,"threshold_uncertainty_score":0.2874557,"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."}}