{"id":"W4311575800","doi":"10.2196/41020","title":"Clinical Utility of the OmniGraf Biomarker Panel in the Care of Kidney Transplant Recipients (CLARITY): Protocol for a Prospective, Multisite Observational Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; CLARITY; Medicine; Biomarker; Protocol (science); Intensive care medicine; Kidney transplantation; Kidney transplant; Internal medicine; Transplantation; Pathology; Alternative medicine; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06603389,0.004410231,0.005108339,0.002719213,0.004176832,0.003803405,0.002974482,0.004345671,0.01609918],"category_scores_gemma":[0.05124431,0.002292754,0.004654029,0.004359269,0.002667323,0.003060616,0.002788811,0.004467965,0.005121739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005867752,"about_ca_system_score_gemma":0.01815204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003692097,"about_ca_topic_score_gemma":0.005840476,"domain_scores_codex":[0.945749,0.03635547,0.008291076,0.00389555,0.003745851,0.001963134],"domain_scores_gemma":[0.9553708,0.00816164,0.01042479,0.007432888,0.01479116,0.003818664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.6634857,0.03598066,0.06437797,0.0236785,0.006739224,0.001177563,0.003690938,0.01249039,0.007002774,0.01234722,0.09533875,0.07369024],"study_design_scores_gemma":[0.5252321,0.06885986,0.200491,0.009999118,0.002945804,0.0005490305,0.002156185,0.01485277,0.004230119,0.007883186,0.1618879,0.0009129762],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005792912,0.0002339166,0.003996877,0.0002118638,0.0001709899,0.9829317,0.00544807,0.00009588882,0.001117771],"genre_scores_gemma":[0.00494508,0.00006253743,0.003522041,0.0001213444,0.00003802946,0.9899321,0.001242115,0.000008757735,0.000128039],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06603389,"threshold_uncertainty_score":0.3492247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6425463584447382,"score_gpt":0.6171976023840785,"score_spread":0.02534875606065967,"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."}}