{"id":"W1975706641","doi":"10.1097/00007890-201007272-01260","title":"EVALUATION OF A PRE-EMPTIVE STRATEGY FOR BK POLYOMAVIRUS ASSOCIATED NEPHROPATHY (BKPVAN), BASED ON PROSPECTIVE MONITORING OF BK VIREMIA. A KIDNEY TRANSPLANTATION CENTER EXPERIENCE","year":2010,"lang":"en","type":"article","venue":"Transplantation","topic":"Polyomavirus and related diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Viremia; BK virus; Medicine; Polyomavirus Infections; Kidney transplantation; Transplantation; Prospective cohort study; Kidney; Intensive care medicine; Urology; Internal medicine; Immunology; Virus","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":[0.000479671,0.0002199284,0.0003194405,0.0002088891,0.00008960954,0.00001186495,0.00007902051,0.0002219134,0.00005210649],"category_scores_gemma":[0.0001566352,0.0001965613,0.0001665209,0.0002423218,0.0001053369,0.00020625,0.000001672688,0.0002160025,0.000002094899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001081472,"about_ca_system_score_gemma":0.00045155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000183257,"about_ca_topic_score_gemma":0.00004552048,"domain_scores_codex":[0.9979371,0.0001292523,0.0004973992,0.0003300089,0.0008683847,0.0002378237],"domain_scores_gemma":[0.9985725,0.0001490026,0.0003129144,0.0001854897,0.0006215706,0.0001585322],"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":[0.01755076,0.002173661,0.1190428,0.0009559782,0.0003256407,0.00001988528,0.01327697,0.001707462,0.836358,0.0001779722,0.00001462865,0.008396248],"study_design_scores_gemma":[0.01084526,0.0009532515,0.4071467,0.0008625855,0.001614934,0.00001013279,0.0002792807,0.01674019,0.5612503,0.0001193429,0.000001862565,0.0001762181],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993995,0.00007168599,0.002011181,0.00003302601,0.0002947944,0.001711146,0.001188681,0.0000535295,0.0006409691],"genre_scores_gemma":[0.9983842,0.0001019612,0.0004524692,0.00003785674,0.00007435949,0.0002754343,0.000619579,0.00003093329,0.00002315509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2881039,"threshold_uncertainty_score":0.8015536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03165223410576358,"score_gpt":0.344428765339037,"score_spread":0.3127765312332734,"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."}}