{"id":"W2989542950","doi":"10.1111/ajt.15708","title":"Risk prediction models for survival after heart transplantation: A systematic review","year":2019,"lang":"en","type":"review","venue":"American Journal of Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Heart transplantation; Transplantation; Intensive care medicine; Internal medicine; Cardiology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001900645,0.0006036645,0.005601088,0.0005110337,0.00007716377,0.00003850803,0.0002161212,0.0001971842,0.00002493516],"category_scores_gemma":[0.00007526315,0.0004296572,0.002177352,0.0005156815,0.00009740508,0.0003816197,0.000002553954,0.0006338456,0.00001599617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000144858,"about_ca_system_score_gemma":0.0005354657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001698671,"about_ca_topic_score_gemma":0.000006422027,"domain_scores_codex":[0.9945175,0.00104609,0.002882058,0.0004085704,0.0008039703,0.0003418162],"domain_scores_gemma":[0.9947209,0.001556285,0.002647845,0.0003791603,0.000464969,0.000230794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0008012381,0.00006846879,0.00005927497,0.9650203,0.001130908,0.00008812125,0.0004139259,0.00003088709,6.695105e-7,0.00002767337,0.00002801134,0.03233052],"study_design_scores_gemma":[0.00206787,0.001687794,0.000195481,0.848365,0.1320908,0.007508287,0.00008847706,0.00005860211,0.00000310377,0.00004758919,0.007408932,0.0004780732],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003177974,0.859148,0.1346211,0.0001011798,0.0006581305,0.003737681,0.001626121,0.0000340419,0.0000419663],"genre_scores_gemma":[0.0001132625,0.980743,0.01730504,0.0003019157,0.0003119011,0.0003399138,0.0007034951,0.0001096031,0.0000718501],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1309599,"threshold_uncertainty_score":0.9998155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05285885234303406,"score_gpt":0.3751008195314078,"score_spread":0.3222419671883737,"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."}}