{"id":"W1952524512","doi":"10.1111/hdi.12068","title":"Save life and improve quality: Report from the 5th <scp>C</scp>ongress of <scp>I</scp>nternational <scp>S</scp>ociety for <scp>H</scp>emodialysis","year":2013,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kaohsiung Medical University Chung-Ho Memorial Hospital","keywords":"Hemodialysis; Medicine; Nephrology; Dialysis; Internal medicine; Home hemodialysis; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004053129,0.0005752825,0.0002960587,0.0006975384,0.0007961953,0.001914815,0.0005086508,0.002193954,0.006328727],"category_scores_gemma":[0.004346404,0.0001822161,0.0005621712,0.0005481633,0.0003400421,0.0009099803,0.001404619,0.004061208,0.00188221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001600414,"about_ca_system_score_gemma":0.006211824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007761477,"about_ca_topic_score_gemma":0.01578998,"domain_scores_codex":[0.9984972,0.0002556072,0.0001056772,0.00007947453,0.0006942471,0.0003676569],"domain_scores_gemma":[0.9941087,0.0007404798,0.0003713988,0.00007859592,0.002105872,0.002594977],"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":[0.000134057,0.0001594464,0.004071767,0.0002538512,0.00002754723,0.000226594,0.0001775591,0.00007538543,0.0003370277,0.0003074994,0.9554785,0.03875073],"study_design_scores_gemma":[0.00005114682,0.0003241611,0.02932012,0.0005861266,0.00005612367,0.0002986711,0.0009813861,0.0001388993,0.0008519512,0.0001841673,0.9671719,0.00003525953],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03264378,0.07225904,0.001859367,0.6937092,0.1406638,0.0006122962,0.006249741,0.0003499943,0.05165285],"genre_scores_gemma":[0.2544429,0.1605029,0.004043472,0.3015678,0.0734879,0.001065293,0.01244511,0.0002786819,0.1921659],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007761477,"threshold_uncertainty_score":0.02143526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02390041078216683,"score_gpt":0.2932427569722303,"score_spread":0.2693423461900635,"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."}}