{"id":"W2613289813","doi":"10.1093/ndt/gfx077","title":"Moderator’s view: Predictive models: a prelude to precision nephrology","year":2017,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Nephrology; Intensive care medicine; Kidney disease; Disease; Internal medicine; Clinical trial","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1265713,0.001999009,0.00409286,0.002639566,0.003078019,0.007820638,0.004335508,0.01466049,0.02915786],"category_scores_gemma":[0.4986233,0.0007716961,0.002725021,0.003019001,0.009859529,0.01153494,0.005966397,0.02241021,0.006737582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004282487,"about_ca_system_score_gemma":0.01021724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004446319,"about_ca_topic_score_gemma":0.002890008,"domain_scores_codex":[0.9015632,0.06358292,0.008011563,0.01208949,0.01275001,0.002002742],"domain_scores_gemma":[0.4077728,0.5034169,0.01374,0.01836947,0.05058071,0.00612012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009586658,0.00006309834,0.004993269,0.004114078,0.001882614,0.0003684724,0.002862052,0.0009445667,0.0002179411,0.1289371,0.774783,0.0798751],"study_design_scores_gemma":[0.0009526912,0.0002238545,0.003686753,0.009361337,0.0008839,0.0006372944,0.001665424,0.004271254,0.0006222802,0.5077041,0.4697055,0.0002854941],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005396889,0.01599826,0.01097448,0.8986632,0.06780824,0.0001016796,0.0007704032,0.0001908072,0.00495326],"genre_scores_gemma":[0.07108349,0.01359268,0.0173672,0.6710679,0.2180571,0.001193314,0.0003852106,0.0004619398,0.006791177],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1265713,"threshold_uncertainty_score":0.6693808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841437583283154,"score_gpt":0.2834888930363378,"score_spread":0.2650745172035062,"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."}}