{"id":"W4395954638","doi":"10.1101/2024.04.25.591220","title":"An ingestible, battery-free, tissue-adhering robotic interface for non-invasive and chronic electrostimulation of the gut","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Vagus Nerve Stimulation Research","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Zhejiang University; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China; City University of Hong Kong","keywords":"Battery (electricity); Interface (matter); Computer science; Biomedical engineering; Human–computer interaction; Medicine; Physics; Operating system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005565397,0.0004934081,0.0005077522,0.0003713886,0.000248206,0.0003761032,0.001234413,0.000361203,0.00002287442],"category_scores_gemma":[0.001852163,0.0004502503,0.000122367,0.0008036186,0.0002699488,0.0002151141,0.001587426,0.0009596412,0.00001793009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004208344,"about_ca_system_score_gemma":0.0009156569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000039349,"about_ca_topic_score_gemma":0.000015879,"domain_scores_codex":[0.9966676,0.0002335713,0.0005888234,0.001314801,0.0005706509,0.0006245699],"domain_scores_gemma":[0.9967442,0.0005384082,0.0003866621,0.001764699,0.0003741085,0.000191889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003182809,0.00004895633,0.0009087834,0.001463707,0.00002913836,0.000006484064,0.00002240129,0.03182057,0.9651737,0.0004018608,0.0000865957,0.0000060145],"study_design_scores_gemma":[0.0004489362,0.0002431004,0.01536338,0.0008711178,0.00007928303,5.400613e-8,0.000001058228,0.1136902,0.8687906,0.00004714443,0.0000741374,0.0003909946],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832867,0.0006392786,0.01157045,0.0006392346,0.001059906,0.002368146,0.0001964626,0.0002318348,0.000008009187],"genre_scores_gemma":[0.9974484,0.00007366068,0.001670001,0.0000845557,0.0003056283,0.0002342703,2.032656e-7,0.0001649535,0.00001828485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09638306,"threshold_uncertainty_score":0.9997949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02664521897117931,"score_gpt":0.2944761862651595,"score_spread":0.2678309672939801,"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."}}