{"id":"W4392839064","doi":"10.2196/46967","title":"Multimodal In-Vehicle Hypoglycemia Warning for Drivers With Type 1 Diabetes: Design and Evaluation in Simulated and Real-World Driving","year":2024,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Hypoglycemia; Type 2 diabetes; Warning system; Computer science; Psychology; Diabetes mellitus; Medicine; Endocrinology; Telecommunications","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":[0.001895378,0.0006523867,0.0005470638,0.0003573125,0.0001658953,0.0005888439,0.000838086,0.0007100634,0.001723323],"category_scores_gemma":[0.002916353,0.0002951518,0.000442712,0.0001226478,0.0002354041,0.0003427596,0.0004871417,0.0002704547,0.0002433734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003425386,"about_ca_system_score_gemma":0.0004452435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001098641,"about_ca_topic_score_gemma":0.0009506874,"domain_scores_codex":[0.9994899,0.0002539922,0.00004500509,0.00006432342,0.00007495833,0.00007183007],"domain_scores_gemma":[0.998613,0.0005838207,0.0001249343,0.00006559726,0.0003369438,0.0002757713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.05771937,0.05739306,0.06651152,0.007310309,0.001177377,0.001778258,0.005151019,0.07207762,0.3042326,0.0009276323,0.002526751,0.4231944],"study_design_scores_gemma":[0.01074233,0.3881092,0.1474279,0.0003645591,0.003053133,0.001399287,0.002839386,0.2875633,0.1484077,0.000836453,0.00870744,0.0005492943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890677,0.0001088356,0.009330558,0.00003072521,0.00002042774,0.0009557703,0.00008565684,0.0001373187,0.0002629053],"genre_scores_gemma":[0.9587772,0.0003287567,0.03674998,0.00006218731,0.00001822689,0.00273609,0.0001925413,0.00003564591,0.001099464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001895378,"threshold_uncertainty_score":0.01002389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05071877144857503,"score_gpt":0.3924065711717448,"score_spread":0.3416877997231698,"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."}}