{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008194484,0.001284531,0.001568993,0.0005387671,0.0007683614,0.001299995,0.0009543279,0.001679105,0.003928077],"category_scores_gemma":[0.01541265,0.0006086879,0.001903972,0.000334183,0.0009386556,0.00164592,0.0008556377,0.001918186,0.0005990801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000929865,"about_ca_system_score_gemma":0.001569122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009601164,"about_ca_topic_score_gemma":0.001111651,"domain_scores_codex":[0.9954438,0.002763441,0.0004462043,0.0005161997,0.0004796675,0.0003507515],"domain_scores_gemma":[0.9909451,0.004867391,0.001341171,0.0005911779,0.001063755,0.001191446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.5021005,0.33943,0.02165435,0.003587587,0.001914715,0.0002285849,0.003832396,0.001096721,0.009020637,0.0002641894,0.001166399,0.1157038],"study_design_scores_gemma":[0.08612411,0.8820434,0.02526491,0.0001180793,0.00102319,0.00005785767,0.0006152521,0.001413431,0.002127301,0.0001248594,0.001017272,0.00007039058],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923929,0.0001983842,0.0005225831,0.00008253079,0.00006527116,0.006085256,0.0001502941,0.00002895379,0.000473753],"genre_scores_gemma":[0.9755064,0.0004569388,0.004941113,0.0002731758,0.0001436331,0.01765271,0.0002747149,0.00001880304,0.0007325503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008194484,"threshold_uncertainty_score":0.04333711,"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."}}