{"id":"W4401769104","doi":"10.18280/isi.290423","title":"Low-Cost Smart Insulin Box: A Portable and Interactive System for Enhanced Diabetes Management","year":2024,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Diabetes management; Diabetes mellitus; Human–computer interaction; Embedded system; Medicine; Type 2 diabetes; 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":[0.0003413837,0.0006265106,0.0007021149,0.0007018476,0.0002623901,0.0006628436,0.001475384,0.0009550729,0.02879321],"category_scores_gemma":[0.0005303005,0.0002622881,0.0004478257,0.000611379,0.0001542592,0.0008060053,0.0009416654,0.0005143081,0.008917673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001740368,"about_ca_system_score_gemma":0.0003145576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000369748,"about_ca_topic_score_gemma":0.0002755932,"domain_scores_codex":[0.9995023,0.00005554765,0.00003104669,0.00007913259,0.0002828822,0.00004906707],"domain_scores_gemma":[0.9996994,0.00006095736,0.00003734548,0.00005049939,0.00009138748,0.00006047053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002406997,0.0009313184,0.004709324,0.001509667,0.00009293699,0.001565174,0.0002435505,0.0008158106,0.2012203,0.002750513,0.106734,0.6770203],"study_design_scores_gemma":[0.001261956,0.004646041,0.03937894,0.0004374256,0.0005606649,0.01600613,0.0001936222,0.03630636,0.2144086,0.001538006,0.6848352,0.000427056],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1572858,0.01250244,0.6172467,0.00252315,0.00279815,0.002768932,0.006549285,0.09717431,0.1011513],"genre_scores_gemma":[0.4966574,0.00530313,0.2922491,0.00333669,0.001267202,0.001554575,0.008022909,0.001560704,0.1900483],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02879321,"threshold_uncertainty_score":0.09632289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0105967114342983,"score_gpt":0.2601557199574142,"score_spread":0.2495590085231159,"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."}}