{"id":"W4223437133","doi":"10.1136/bmjopen-2021-055886","title":"Connectomic profiling and Vagus nerve stimulation Outcomes Study (CONNECTiVOS): a prospective observational protocol to identify biomarkers of seizure response in children and youth","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Vagus Nerve Stimulation Research","field":"Neuroscience","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; SickKids Foundation; University of Toronto; Centre Hospitalier Universitaire Sainte-Justine; University of British Columbia; Hospital for Sick Children","funders":"Canadian Institutes of Health Research; Hospital for Sick Children; LivaNova","keywords":"Medicine; Vagus nerve stimulation; Observational study; Profiling (computer programming); Vagus nerve; Protocol (science); Stimulation; Internal medicine; Pathology; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003328694,0.0001743491,0.0003336306,0.000426553,0.000323046,0.0001817227,0.0004514007,0.00003477201,0.00006293835],"category_scores_gemma":[0.003564222,0.0001693037,0.0000303304,0.0009965479,0.00006762561,0.0004345107,0.001587728,0.0002112559,0.000002212397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001652312,"about_ca_system_score_gemma":0.0002630306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007105717,"about_ca_topic_score_gemma":0.00006864669,"domain_scores_codex":[0.9960805,0.00168028,0.000529889,0.0007426592,0.0007206016,0.0002460969],"domain_scores_gemma":[0.9984372,0.0007967662,0.0002282504,0.0003421135,0.0001057299,0.00008994805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008629452,0.0003424207,0.9660463,0.0000178917,0.00002835115,0.00001088006,0.003372965,0.005347674,0.01587842,0.0002281104,0.000009884148,0.00008763],"study_design_scores_gemma":[0.005866757,0.001137819,0.9824057,0.00002467429,0.000009724859,0.00001464024,0.001889722,0.004871187,0.003270137,0.0003108997,6.947337e-7,0.0001980004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7623686,9.230649e-7,0.00001576457,0.0002714295,0.00001895342,0.2371143,0.0001515845,0.00001955878,0.00003891146],"genre_scores_gemma":[0.8923029,2.10991e-8,0.0002302949,0.00008646087,0.00000741481,0.1072642,0.00001038798,0.00002219103,0.00007620708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1299343,"threshold_uncertainty_score":0.6904004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2005582415969596,"score_gpt":0.4886390915086653,"score_spread":0.2880808499117057,"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."}}