{"id":"W4250728881","doi":"10.1093/ndt/20.suppl_5.v3c","title":"Improving allograft survival","year":2005,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001352444,0.0002945499,0.0006554545,0.0002281118,0.0001393167,0.0003018668,0.0001480344,0.0002453089,0.006326541],"category_scores_gemma":[0.001137944,0.00004621563,0.0003863771,0.0001510817,0.0001527825,0.0002428605,0.0002249046,0.000570245,0.000395817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002022704,"about_ca_system_score_gemma":0.0003468871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009613211,"about_ca_topic_score_gemma":0.0002487338,"domain_scores_codex":[0.9996277,0.0001898576,0.00002942851,0.00004487158,0.00005685178,0.00005127556],"domain_scores_gemma":[0.9994043,0.0001779359,0.0001596353,0.00005112837,0.00005359193,0.0001533391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1313682,0.006422507,0.01450207,0.004252882,0.001511962,0.0001200696,0.000110211,0.001189789,0.00814357,0.001747996,0.0127631,0.8178677],"study_design_scores_gemma":[0.2023708,0.3892632,0.2652384,0.004107739,0.009336085,0.001995373,0.0002120061,0.006381873,0.01649974,0.01329253,0.0912055,0.00009690787],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.903595,0.07297876,0.002591903,0.003606897,0.001153155,0.0005274069,0.0008330496,0.0001954974,0.01451844],"genre_scores_gemma":[0.9838827,0.008750182,0.001328666,0.001476062,0.0007955973,0.0002613133,0.0005030558,0.000007947638,0.002994573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006326541,"threshold_uncertainty_score":0.02116436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01760548414029314,"score_gpt":0.2937498946110851,"score_spread":0.276144410470792,"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."}}