{"id":"W2148534904","doi":"10.1016/j.healun.2012.01.085","title":"81 Prediction of Allograft Clinical Outcomes and Risk of Acute Cellular Rejection with a Non-Invasive Gene-Expression Profiling Test (AlloMap): Results from the Cargo 2 European-Based Multicenter Trial","year":2012,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Profiling (computer programming); Medicine; Gene expression profiling; Clinical trial; Oncology; Gene expression; Internal medicine; Gene; Biology; Computer science; Genetics","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":[0.00289961,0.00128218,0.0009966438,0.0002290937,0.0002682372,0.001495554,0.0004853913,0.0009803383,0.0008039373],"category_scores_gemma":[0.002494992,0.0003007528,0.0008347375,0.0004570085,0.0006236272,0.0009032493,0.0005456476,0.0008351229,0.0003897365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003969937,"about_ca_system_score_gemma":0.0003719048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005280881,"about_ca_topic_score_gemma":0.0006223468,"domain_scores_codex":[0.9989381,0.0005762411,0.00004126954,0.0002482955,0.0001055233,0.00009054808],"domain_scores_gemma":[0.9980024,0.0007369556,0.0004476336,0.0003186919,0.0001244544,0.0003698526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.2258158,0.002889823,0.7142373,0.0001237563,0.002763496,0.0002305137,0.0002046813,0.002752314,0.01658058,0.0001874531,0.001365365,0.03284898],"study_design_scores_gemma":[0.01348802,0.02205512,0.9536302,0.00002767736,0.001778309,0.0003295693,0.0001277283,0.004315504,0.002565603,0.0004004142,0.001202881,0.0000788918],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990632,0.0001890187,0.0001134817,0.00006585072,0.00001328291,0.00001916721,0.0003051127,0.000007221909,0.0002235367],"genre_scores_gemma":[0.9979268,0.0001216145,0.00025924,0.0001067174,0.00004680204,0.00003263908,0.001201774,0.000009103116,0.000295356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00289961,"threshold_uncertainty_score":0.01533484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01119377460401779,"score_gpt":0.2590723950340307,"score_spread":0.2478786204300129,"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."}}