{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008964352,0.0005136649,0.0004500154,0.0002950004,0.0009225316,0.0006803614,0.0004710536,0.0006051467,0.001436864],"category_scores_gemma":[0.002148466,0.0001937402,0.0004375517,0.0001842488,0.0004006388,0.0006640909,0.0005326939,0.001095656,0.0002250584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006358263,"about_ca_system_score_gemma":0.0009731557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001369293,"about_ca_topic_score_gemma":0.001653398,"domain_scores_codex":[0.9995846,0.000164413,0.0000472309,0.0000659553,0.00007009525,0.00006780705],"domain_scores_gemma":[0.9988381,0.0002477236,0.00007013047,0.00004848886,0.00006126036,0.0007343987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01668367,0.01842,0.4672022,0.0003744554,0.0003661033,0.02110406,0.001556962,0.002549075,0.009907123,0.0006490948,0.005055824,0.4561314],"study_design_scores_gemma":[0.003069748,0.07173781,0.8618268,0.0003794926,0.0005111842,0.04116088,0.001356165,0.004376293,0.005266048,0.001126971,0.009059558,0.0001292036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886317,0.005445258,0.001236918,0.0008059858,0.0001044803,0.000213836,0.00008500944,0.00003028857,0.00344646],"genre_scores_gemma":[0.9944282,0.002522646,0.001577408,0.0005569196,0.0002221743,0.00007389827,0.0002286819,0.00001222451,0.0003779471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001436864,"threshold_uncertainty_score":0.004806757,"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."}}