{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003287353,0.001380032,0.001389635,0.00152969,0.001516144,0.0009535431,0.00108789,0.0009084257,0.005100515],"category_scores_gemma":[0.002666886,0.0008465165,0.0009089715,0.00174908,0.0006457634,0.001119139,0.001359407,0.001205922,0.001305138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001468351,"about_ca_system_score_gemma":0.004561742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005056166,"about_ca_topic_score_gemma":0.009465918,"domain_scores_codex":[0.9982192,0.000719389,0.0002912913,0.0003607455,0.0001924905,0.0002167573],"domain_scores_gemma":[0.9984281,0.0001607092,0.0005665279,0.0001724053,0.000353659,0.0003186203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03017765,0.00880873,0.8931327,0.002551197,0.0007162509,0.002236107,0.002556975,0.001914193,0.003517675,0.003073999,0.02650609,0.0248085],"study_design_scores_gemma":[0.01131208,0.009710371,0.9373873,0.001273526,0.0004430262,0.001189915,0.002407335,0.00336352,0.001351633,0.001400601,0.03002738,0.0001333267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.5652071,0.0007757153,0.007258529,0.0005866602,0.0001314288,0.368054,0.05021777,0.000138072,0.007630745],"genre_scores_gemma":[0.3346016,0.0008245974,0.01297626,0.0005019522,0.00009368212,0.6236578,0.0251086,0.00005497858,0.002180559],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.005100515,"threshold_uncertainty_score":0.01738542,"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."}}