{"id":"W4389324373","doi":"10.2196/42823","title":"Effectiveness and User Perception of an In-Vehicle Voice Warning for Hypoglycemia: Development and Feasibility Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Department of Defense; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Perception; Hypoglycemia; Warning system; Psychology; Audiology; Computer security; Computer science; Applied psychology; Speech recognition; Medicine; Telecommunications; Neuroscience; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0005494846,0.0001104079,0.0001962554,0.0002048925,0.0001487216,0.00002419395,0.0000552427,0.0001157091,0.0002424824],"category_scores_gemma":[0.00005321595,0.0001040794,0.00003415225,0.0001196919,0.00004995025,0.0001665441,0.00002706358,0.0001244709,0.00001729858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007906865,"about_ca_system_score_gemma":0.00001550611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004944929,"about_ca_topic_score_gemma":0.0001317739,"domain_scores_codex":[0.9989308,0.0002118592,0.0003030665,0.0002952655,0.0001036573,0.0001553319],"domain_scores_gemma":[0.9993636,0.0002955009,0.0001003649,0.000132935,0.00004865006,0.0000589494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01828722,0.001027179,0.7930065,0.0005944247,0.0001288393,0.000005429955,0.1232402,0.00002719746,0.03849891,0.001502029,0.0005475009,0.02313452],"study_design_scores_gemma":[0.01119188,0.0003101356,0.9834646,0.00002491444,0.000004972979,7.066451e-7,0.003404425,0.00006115471,0.0004042764,0.00009020517,0.0009330216,0.0001096834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983395,0.000002418313,0.00004925507,0.00001172866,0.0002605319,0.001016779,0.00000780332,0.00008818907,0.0002237578],"genre_scores_gemma":[0.9993494,4.108786e-7,0.00004155032,0.000009122701,0.00003589511,0.0002063701,0.00004796393,0.00001370343,0.0002955679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1904581,"threshold_uncertainty_score":0.4244234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07866851668656567,"score_gpt":0.4240892920044859,"score_spread":0.3454207753179203,"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."}}