{"id":"W3200048081","doi":"10.2196/31214","title":"Stakeholder Perspectives on an Inpatient Hypoglycemia Informatics Alert: Mixed Methods Study","year":2021,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Focus group; Patient safety; Thematic analysis; Medicine; Health informatics; Stakeholder; Medical emergency; Informatics; Health care; Hypoglycemia; Health informatics tools; Nursing; Qualitative research; Business; Public health; Engineering","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":[0.06743694,0.0007408575,0.00108023,0.003266733,0.004554405,0.004603383,0.001635839,0.001864661,0.004071363],"category_scores_gemma":[0.0730732,0.0009286543,0.001402548,0.003670812,0.002019098,0.004204186,0.005160091,0.0016646,0.0003635783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005895035,"about_ca_system_score_gemma":0.007324449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004270655,"about_ca_topic_score_gemma":0.006540024,"domain_scores_codex":[0.9341949,0.05402287,0.00327506,0.001857308,0.003616735,0.00303321],"domain_scores_gemma":[0.8958234,0.08434117,0.006870395,0.00193824,0.00960482,0.001422104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006753464,0.002577985,0.09758072,0.002923051,0.0002608394,0.00115949,0.8380423,0.0002850113,0.001277277,0.003067656,0.0009480946,0.05120219],"study_design_scores_gemma":[0.0001205502,0.001810835,0.02654445,0.001677055,0.000160041,0.0003285903,0.9612182,0.001143783,0.0009798427,0.001159322,0.004792721,0.00006462686],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884236,0.0005458002,0.00446491,0.000781,0.00002980674,0.002532719,0.0002710002,0.000008446177,0.002942643],"genre_scores_gemma":[0.9786288,0.001045171,0.009388879,0.001350562,0.00004331536,0.008401409,0.0002390709,0.00001830837,0.0008844807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06743694,"threshold_uncertainty_score":0.3566449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06219298125475276,"score_gpt":0.3887963599752423,"score_spread":0.3266033787204895,"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."}}