{"id":"W2987864622","doi":"10.1016/j.ebiom.2019.10.042","title":"To accompany Banas et al., Time for a Paradigm Shift","year":2019,"lang":"ca","type":"letter","venue":"EBioMedicine","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Manitoba","funders":"","keywords":"Paradigm shift; Computer science; Medicine; Computational biology; Biology; Philosophy; Epistemology","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005906633,0.001142375,0.0023913,0.0009573383,0.0001369213,0.00007344593,0.0004901657,0.0006133217,0.003045785],"category_scores_gemma":[0.00009254773,0.0008539904,0.0006625908,0.0006192107,0.0001490427,0.0001244612,0.00006402803,0.001019245,0.01060782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003191217,"about_ca_system_score_gemma":0.0003855328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001663899,"about_ca_topic_score_gemma":0.000009006968,"domain_scores_codex":[0.9947751,0.0001389145,0.001233051,0.001366857,0.001219556,0.001266576],"domain_scores_gemma":[0.9963425,0.001352158,0.0004082837,0.00121119,0.000111053,0.0005748002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001105812,0.0002872367,0.001598984,0.002114091,0.002095485,0.001032548,0.000941076,0.000006004325,0.0004238854,0.0001787442,0.9889015,0.001314606],"study_design_scores_gemma":[0.01389076,0.003194718,0.01566272,0.006073481,0.002079247,0.0001529751,0.00002046922,0.00009645952,0.000091156,0.0001872365,0.9577983,0.0007524696],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001334857,0.001484831,0.003662402,0.9779471,0.003549665,0.005691879,0.002040046,0.0001451009,0.004144099],"genre_scores_gemma":[0.01149077,0.0004695721,0.001162231,0.9171156,0.003520358,0.0003335427,0.01409824,0.0002726505,0.05153706],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06083154,"threshold_uncertainty_score":0.9993911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02467144131693092,"score_gpt":0.3298137559911183,"score_spread":0.3051423146741873,"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."}}