{"id":"W4382010505","doi":"10.1177/08968608231181264","title":"Bones of contention: Predicting and preventing fractures in patients receiving peritoneal dialysis","year":2023,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"","keywords":"Medicine; Peritoneal dialysis; Denosumab; Bone mineral; Osteoporosis; Dialysis; Teriparatide; Bone remodeling; Population; Intensive care medicine; Surgery; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002358839,0.0001646772,0.0004054837,0.00045543,0.00008398901,0.00003914607,0.00009533278,0.00008399494,0.00007443181],"category_scores_gemma":[0.0003465296,0.000154486,0.0001806299,0.0004074958,0.00007071579,0.0001844527,0.0001075682,0.0001283467,0.00001099183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006959317,"about_ca_system_score_gemma":0.00002971563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003915297,"about_ca_topic_score_gemma":0.000152179,"domain_scores_codex":[0.9983636,0.00005485977,0.0005227553,0.0003412213,0.0004978607,0.000219769],"domain_scores_gemma":[0.9992947,0.0001074588,0.0002036391,0.0001453776,0.0001699266,0.00007887538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000170644,0.0003700227,0.9896691,0.00002011577,0.0003832098,0.00001557401,0.00101727,0.00005240965,0.001196425,0.00002316557,0.0001630251,0.006918974],"study_design_scores_gemma":[0.002712989,0.00009250209,0.9917917,0.00006926521,0.0001564987,0.000003238206,0.0003383017,0.003968721,0.0004937552,0.00008535498,0.000177062,0.0001106486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967644,0.0003911508,0.0000261506,0.0003427068,0.0003072393,0.0002167392,0.00004089669,0.00004824523,0.001862449],"genre_scores_gemma":[0.9984128,0.0002367199,0.000237152,0.00004098399,0.0001624685,0.0000519883,0.0004063089,0.00001862605,0.00043294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006808326,"threshold_uncertainty_score":0.6299757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290102285700119,"score_gpt":0.2999821305272256,"score_spread":0.2870811076702244,"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."}}