{"id":"W1979738908","doi":"10.1111/j.1523-1755.2005.00233.x","title":"Modeling the implications of changes in vascular calcification in patients on hemodialysis","year":2005,"lang":"en","type":"article","venue":"Kidney International","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Calcification; Hemodialysis; Sevelamer; Dialysis; Cardiology; Internal medicine; Blood pressure; Diabetes mellitus; Proportional hazards model; Hyperphosphatemia; Kidney disease; Surgery; Endocrinology","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":[0.0007250945,0.0004210594,0.0004192309,0.0003252839,0.0003117601,0.001177239,0.001124288,0.001279888,0.00240133],"category_scores_gemma":[0.004789474,0.0004132434,0.0005655783,0.0004565572,0.0003514274,0.0007430083,0.0003698762,0.000837506,0.0001747397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009768733,"about_ca_system_score_gemma":0.001128632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04524037,"about_ca_topic_score_gemma":0.02850811,"domain_scores_codex":[0.9997231,0.0001366576,0.00001187437,0.00005483387,0.00002628397,0.00004708766],"domain_scores_gemma":[0.9980941,0.001440804,0.000142092,0.00006541803,0.0001569566,0.0001006878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002379194,0.0001858236,0.03709698,0.00002776946,0.00005272668,0.0002646168,0.00007995748,0.9502588,0.0006503231,0.003902962,0.000521202,0.006720841],"study_design_scores_gemma":[0.00002539546,0.00004769042,0.003224941,0.000003979073,0.00002556422,0.00007176303,0.00006258173,0.9941597,0.0002085654,0.001882733,0.0002799785,0.00000720961],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743409,0.0002464597,0.01853011,0.001358477,0.00006549666,0.00004403058,0.0005443866,0.00007571835,0.004794403],"genre_scores_gemma":[0.9959758,0.00008431802,0.002568115,0.00004479847,0.00001313542,0.00001228587,0.0001129763,0.000008921998,0.00117964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04524037,"threshold_uncertainty_score":0.08995408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02139784901106598,"score_gpt":0.2948005571835891,"score_spread":0.273402708172523,"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."}}