{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004177813,0.001096863,0.0009177794,0.001087363,0.0006644353,0.00223155,0.0006796705,0.003059341,0.2224257],"category_scores_gemma":[0.001875744,0.0002671525,0.000872112,0.000505955,0.0004512255,0.002270255,0.001234919,0.002045123,0.08570936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002201418,"about_ca_system_score_gemma":0.0003691584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006043127,"about_ca_topic_score_gemma":0.001575104,"domain_scores_codex":[0.9996561,0.00005647964,0.00003986076,0.00005099285,0.0001481305,0.00004851677],"domain_scores_gemma":[0.9988299,0.0003922076,0.00006992594,0.000138437,0.0003082509,0.0002612439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003162969,0.00004789314,0.000563549,0.0003239194,0.00001802408,0.0004497255,0.00003543577,0.00003266303,0.00208676,0.0012125,0.8611786,0.1337347],"study_design_scores_gemma":[0.0001086559,0.0002221376,0.002881838,0.0005586448,0.00006156607,0.001903001,0.0001034032,0.0002204465,0.002578185,0.001892445,0.9894339,0.00003559146],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0135367,0.1052642,0.02589637,0.1239801,0.166604,0.0003705331,0.01724719,0.02419813,0.5229027],"genre_scores_gemma":[0.06169169,0.04284123,0.01545516,0.1059078,0.05717438,0.0002104958,0.005995441,0.003120314,0.7076035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2224257,"threshold_uncertainty_score":0.744088,"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."}}