{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003247668,0.0001093711,0.0001860849,0.0003863514,0.002524333,0.00004416947,0.0002599439,0.00005585686,0.0005661601],"category_scores_gemma":[0.0000822628,0.0001014593,0.00006225798,0.0006163054,0.000073104,0.0003759919,0.001346315,0.0005757331,0.00008913645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007165716,"about_ca_system_score_gemma":0.0001009705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001234583,"about_ca_topic_score_gemma":0.00001701717,"domain_scores_codex":[0.9970808,0.001028718,0.0003655044,0.0003393876,0.0005332029,0.0006523775],"domain_scores_gemma":[0.9989007,0.0003204894,0.0001220239,0.0003469629,0.0001976006,0.0001122014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004647332,0.000254679,0.0009051864,0.0008069685,0.0001358964,0.000002540107,0.581197,0.00003664699,0.0004347804,0.003431048,0.3036966,0.1044513],"study_design_scores_gemma":[0.001883166,0.0007165424,0.0009486216,0.0001551008,0.00002623197,0.000002162752,0.2722608,0.004055555,0.0000179561,0.00712688,0.7125546,0.0002524662],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759867,0.00006041958,0.002454666,0.002773846,0.0007477414,0.003755667,0.00003941317,0.00007780753,0.01410371],"genre_scores_gemma":[0.9464033,0.00002046469,0.0002006446,0.00006969034,0.0002567439,0.01094893,0.00009119098,0.00002551678,0.04198352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4088579,"threshold_uncertainty_score":0.9987742,"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."}}