{"id":"W4226275330","doi":"10.2196/34699","title":"Type 1 Diabetes Hypoglycemia Prediction Algorithms: Systematic Review","year":2022,"lang":"en","type":"review","venue":"JMIR Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hypoglycemia; Glycemic; Machine learning; Medicine; Algorithm; Artificial intelligence; Diabetes mellitus; Intensive care medicine; Computer science; Systematic review; MEDLINE; Endocrinology","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":[0.01297873,0.002300639,0.009156107,0.007922485,0.0004964087,0.002732384,0.002820846,0.001468883,0.0060852],"category_scores_gemma":[0.07267102,0.00118567,0.01599952,0.007000878,0.0005443878,0.002245385,0.001469468,0.001849147,0.0005237327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002360999,"about_ca_system_score_gemma":0.01047936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009362362,"about_ca_topic_score_gemma":0.01423952,"domain_scores_codex":[0.9906234,0.003706659,0.003103334,0.0008880931,0.001512927,0.000165628],"domain_scores_gemma":[0.9502039,0.0414857,0.004719482,0.0006269993,0.002737417,0.0002263822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003900804,0.00004466169,0.001552619,0.8501287,0.02806395,0.0000611979,0.00009232511,0.00176186,0.00006608821,0.000355824,0.003180654,0.1143021],"study_design_scores_gemma":[0.0008406139,0.0004171712,0.004918957,0.7492533,0.2114204,0.0003988788,0.0001414064,0.002579373,0.0003106175,0.002031442,0.02755783,0.0001300815],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007610854,0.9945875,0.001676592,0.0003738254,0.0001412036,0.0005889226,0.001450636,0.00007114973,0.0003490536],"genre_scores_gemma":[0.02008576,0.9702613,0.006082418,0.000644732,0.0001816078,0.001209808,0.001357198,0.00002895707,0.0001480592],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01297873,"threshold_uncertainty_score":0.06863892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06058395438369729,"score_gpt":0.3623494553863877,"score_spread":0.3017655010026904,"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."}}