{"id":"W4285378237","doi":"10.2196/32925","title":"Hemodialysis Record Sharing: Solution for Work Burden Reduction and Disaster Preparedness","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Disaster Response and Management","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemodialysis; Backup; Medicine; Medical emergency; Preparedness; Dialysis; Information sharing; Medical record; Medical prescription; Emergency medicine; Intensive care medicine; Internal medicine; Database; Nursing; Computer science","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":[0.01119801,0.0006395333,0.0004695535,0.002344439,0.003199269,0.004082217,0.00291496,0.001476651,0.01025783],"category_scores_gemma":[0.02385308,0.0003438233,0.0009510036,0.002505236,0.001205982,0.00752033,0.006126331,0.001415867,0.001742479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001684184,"about_ca_system_score_gemma":0.008159752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002759345,"about_ca_topic_score_gemma":0.00198114,"domain_scores_codex":[0.9932868,0.003661678,0.0006098255,0.0007765019,0.001168357,0.0004968489],"domain_scores_gemma":[0.9810286,0.005408064,0.002758705,0.00424628,0.004370815,0.002187595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004095913,0.0006211086,0.01718973,0.002089963,0.0001166596,0.0002607785,0.00811829,0.001394727,0.004927213,0.01178559,0.06973946,0.883347],"study_design_scores_gemma":[0.0007923159,0.002764439,0.0710533,0.0036432,0.0009840991,0.002444226,0.06670287,0.03026251,0.02517449,0.08566435,0.7099773,0.0005369218],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2488509,0.01253682,0.4857611,0.1391999,0.005780626,0.004399004,0.00463416,0.0125287,0.08630887],"genre_scores_gemma":[0.6380049,0.007140839,0.32109,0.006141231,0.002365199,0.002103188,0.003586943,0.0004629146,0.01910479],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01119801,"threshold_uncertainty_score":0.05922145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.16846972774843,"score_gpt":0.4956335355486227,"score_spread":0.3271638078001927,"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."}}