{"id":"W1525694388","doi":"10.1111/j.1600-6143.2010.03268.x","title":"An Integrated View of Molecular Changes, Histopathology and Outcomes in Kidney Transplants","year":2010,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Metabolomics Innovation Centre; University of Alberta","funders":"Genome Alberta; Ministry of Advanced Education; Roche Organ Transplant Research Foundation; University of Alberta; Ministry of Advanced Education and Technology; Kidney Foundation of Canada; Genome Canada; Astellas Pharma; Roche; Astellas Pharma US","keywords":"Medicine; Histopathology; Kidney; Kidney transplant; Kidney transplantation; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00171184,0.0003465173,0.0006665949,0.002708829,0.0002368739,0.002391402,0.0004398006,0.0008040166,0.001191518],"category_scores_gemma":[0.002534868,0.0002348477,0.0003088176,0.001044282,0.0008395967,0.003046711,0.0006952398,0.001303088,0.0002848048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009630825,"about_ca_system_score_gemma":0.0005177396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001331633,"about_ca_topic_score_gemma":0.001850159,"domain_scores_codex":[0.9995213,0.0002011955,0.00005807879,0.00005002104,0.0001338576,0.00003569978],"domain_scores_gemma":[0.9987791,0.0003682365,0.0002262212,0.00009148211,0.000339105,0.000195789],"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":[0.001473312,0.0005868015,0.3187487,0.001963207,0.0009014879,0.001900706,0.0009412972,0.009404498,0.02581385,0.04739474,0.02349082,0.5673805],"study_design_scores_gemma":[0.00009561453,0.001818483,0.6439393,0.001670881,0.001188234,0.009723262,0.002692533,0.02213472,0.01029444,0.2073065,0.09884754,0.0002884872],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4290818,0.3746916,0.08261491,0.07471372,0.002365015,0.0001444005,0.002349238,0.000934525,0.03310467],"genre_scores_gemma":[0.8932945,0.07598458,0.02008684,0.0034489,0.003260138,0.00006925322,0.0004257761,0.00006206658,0.003367946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002708829,"threshold_uncertainty_score":0.00905323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009015336271959119,"score_gpt":0.2914595433137678,"score_spread":0.2824442070418087,"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."}}