{"id":"W2092532153","doi":"10.1016/j.transproceed.2009.06.092","title":"Can Protocol Biopsy Better Inform Our Choices in Renal Transplantation?","year":2009,"lang":"en","type":"article","venue":"Transplantation Proceedings","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Manitoba Health","funders":"","keywords":"Medicine; Subclinical infection; Transplantation; Immunosuppression; Biopsy; Intensive care medicine; Kidney transplantation; Renal biopsy; Pathology; Surgery; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001443567,0.0003248857,0.0003662469,0.0004293545,0.00009680652,0.0000733448,0.0001131125,0.0001526583,0.00005224844],"category_scores_gemma":[0.000004265346,0.0002707632,0.0001272584,0.0005137089,0.00002346756,0.0005288182,0.000001532604,0.0002562698,0.00003921305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007846045,"about_ca_system_score_gemma":0.00007511913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007379865,"about_ca_topic_score_gemma":0.00004207666,"domain_scores_codex":[0.9980332,0.000009208138,0.0006526164,0.0003906555,0.000509604,0.0004046866],"domain_scores_gemma":[0.9994274,0.00001883853,0.0001484164,0.00009065161,0.0001343033,0.0001804306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01174324,0.001519369,0.8739315,0.007655912,0.0003175469,0.002022281,0.01684286,0.00005798463,0.05782017,0.005608668,0.0001673096,0.02231322],"study_design_scores_gemma":[0.01614892,0.0007351208,0.945108,0.001394961,0.0002903018,0.002069979,0.0002647378,0.00007647773,0.03242671,0.0006620197,0.0003983106,0.0004244779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9442894,0.000008083487,0.0002945423,0.00603171,0.00007426423,0.03106185,0.0001170348,0.0002905601,0.01783251],"genre_scores_gemma":[0.9872399,0.00007610493,0.003095477,0.001649798,0.0001054977,0.007024614,0.0003391415,0.00002701213,0.0004424804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07117655,"threshold_uncertainty_score":0.9999744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01961918998013016,"score_gpt":0.3189458927525678,"score_spread":0.2993267027724376,"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."}}