{"id":"W4306408046","doi":"10.32920/21290937.v1","title":"Photoacoustic imaging of kidney fibrosis for assessing pretransplant organ quality","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital; Toronto Metropolitan University","funders":"Banting and Best Diabetes Centre, University of Toronto; Canadian Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; Canadian Society of Transplantation; St. Michael's Hospital Foundation","keywords":"Medicine; Kidney disease; Fibrosis; Kidney; Kidney transplantation; Transplantation; Pathology; Renal function; Population; Nephrogenic systemic fibrosis; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007560214,0.0004315278,0.0002622663,0.0006647057,0.0001926583,0.0006147581,0.0002592198,0.0009457502,0.002716174],"category_scores_gemma":[0.0007619514,0.0002482914,0.000254452,0.0003145537,0.000407384,0.0007518503,0.0004674038,0.0008768527,0.0006979706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000247539,"about_ca_system_score_gemma":0.0003606979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000306736,"about_ca_topic_score_gemma":0.0005261139,"domain_scores_codex":[0.999762,0.00005771638,0.00001028872,0.00005156286,0.00009103169,0.0000274536],"domain_scores_gemma":[0.9996319,0.0001540413,0.00006908547,0.00003675315,0.00005734421,0.00005093208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009074064,0.00003825192,0.002087729,0.0001739032,0.00001344946,0.00009694526,0.00004298451,0.0005963003,0.967659,0.0007913012,0.0007263725,0.02768297],"study_design_scores_gemma":[0.00003082539,0.0004186893,0.02048801,0.00009259819,0.00006260388,0.001765645,0.0001281465,0.03751085,0.9257145,0.002425175,0.01130143,0.00006156245],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3030096,0.01966827,0.658732,0.001832478,0.0007173817,0.0003081738,0.0005446903,0.001490887,0.01369654],"genre_scores_gemma":[0.713815,0.009658836,0.2695543,0.0006840441,0.0003000505,0.0002063147,0.0002494083,0.0001849185,0.005347149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002716174,"threshold_uncertainty_score":0.009086549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05377512925393514,"score_gpt":0.3660842080828253,"score_spread":0.3123090788288902,"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."}}