{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006109627,0.001181908,0.001133804,0.002639998,0.002628266,0.006786084,0.002614046,0.01147196,0.06424622],"category_scores_gemma":[0.07277787,0.0005255007,0.001240668,0.001506078,0.002348092,0.007186599,0.004578706,0.01559009,0.0396726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003507958,"about_ca_system_score_gemma":0.006067113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005420788,"about_ca_topic_score_gemma":0.01202263,"domain_scores_codex":[0.9947063,0.001418278,0.0003952762,0.0009171334,0.002066335,0.0004966587],"domain_scores_gemma":[0.9758269,0.01207628,0.001565707,0.001099481,0.007006995,0.002424705],"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":[0.00001394414,0.000005683156,0.00003690623,0.0001327596,0.00000457098,0.00005209558,0.00009522468,0.000008863071,0.0000378089,0.0008626132,0.9915164,0.007233114],"study_design_scores_gemma":[0.00001536172,0.000007232561,0.0001323047,0.0004318972,0.000006226295,0.0002411198,0.0001929203,0.00002842043,0.0000626927,0.00179978,0.9970676,0.00001443428],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002883425,0.01379576,0.001284454,0.4956708,0.4786112,0.00007524625,0.001191522,0.0004159702,0.008666793],"genre_scores_gemma":[0.005472346,0.01813743,0.003100391,0.6086654,0.3002544,0.0002206834,0.0008930123,0.0008282423,0.06242804],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06424622,"threshold_uncertainty_score":0.2149251,"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."}}