{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001251785,0.0003738776,0.0005779699,0.0009404585,0.0006926737,0.001003017,0.0005191403,0.0007677602,0.002592964],"category_scores_gemma":[0.007849109,0.0002333527,0.000569594,0.001199079,0.0002059312,0.0005830404,0.0006160617,0.001464443,0.0003617989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004088136,"about_ca_system_score_gemma":0.0009453326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007155766,"about_ca_topic_score_gemma":0.01315447,"domain_scores_codex":[0.9994066,0.000195127,0.00008989019,0.00005318326,0.000199954,0.00005529119],"domain_scores_gemma":[0.9985518,0.0003792674,0.0004784439,0.00003886731,0.000249815,0.0003018003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002843202,0.0001635915,0.9598103,0.0001742813,0.0001167483,0.000101051,0.00007219549,0.0001140033,0.0000683434,0.00006776513,0.001963552,0.03706373],"study_design_scores_gemma":[0.0001272048,0.001021554,0.9861742,0.000641104,0.0005804353,0.001780293,0.0009489231,0.002294855,0.0001696348,0.001042475,0.005186745,0.00003247817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9241822,0.04050663,0.001614029,0.01347366,0.0005483826,0.0003380037,0.001638793,0.00008590565,0.0176124],"genre_scores_gemma":[0.9885529,0.006626296,0.002653271,0.0006085759,0.0002877811,0.000054484,0.0003367976,0.000005448765,0.0008743929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007155766,"threshold_uncertainty_score":0.01422822,"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."}}