{"id":"W4379659680","doi":"10.24908/agt.v1i1.15997","title":"LEFT: the Electronic Wearable Device for Gastroesophageal Reflux Disease","year":2023,"lang":"en","type":"article","venue":"Aging and (Geron) Technology","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Reflux; Wearable computer; Wearable technology; Medicine; Gastroesophageal Junction; Disease; Computer science; Internal medicine; Embedded system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000196622,0.0001854844,0.0002469904,0.0002166452,0.0002960013,0.00002156639,0.0001338068,0.00009784093,0.00001878646],"category_scores_gemma":[0.0001042573,0.0001266499,0.00007510519,0.0003371055,0.0001590579,0.00005020712,0.00008435478,0.0002807808,0.0001039487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006581035,"about_ca_system_score_gemma":0.00009500425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006938454,"about_ca_topic_score_gemma":0.000008497716,"domain_scores_codex":[0.9985676,0.00001876392,0.0001679073,0.0003773806,0.000129658,0.0007386204],"domain_scores_gemma":[0.9992958,0.00007812948,0.00005119308,0.000400333,0.0000459427,0.0001286332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004672856,0.0004057652,0.8637483,0.0006731734,0.0008450827,0.001746302,0.0003552102,0.00003943697,0.002872479,0.01115329,0.004721272,0.1129724],"study_design_scores_gemma":[0.01786802,0.005674276,0.8475158,0.0009709246,0.002421641,0.00115503,0.001052685,0.004737596,0.01756554,0.05258703,0.04772504,0.000726402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872201,0.002188436,0.0002035131,0.008977308,0.00008476859,0.0005193579,0.00001245116,0.0006090775,0.0001849612],"genre_scores_gemma":[0.9946531,0.0002760566,0.0002600624,0.0004188222,0.00007890809,0.0001312722,0.00003249395,0.00003427035,0.00411498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.112246,"threshold_uncertainty_score":0.5164632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01500957918578829,"score_gpt":0.2956534954443644,"score_spread":0.2806439162585761,"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."}}