{"id":"W2061834846","doi":"10.3389/fnhum.2014.00730","title":"A critical reflection on the technological development of deep brain stimulation (DBS)","year":2014,"lang":"en","type":"article","venue":"Frontiers in Human Neuroscience","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Deep brain stimulation; Stimulation; Neuroscience; Reflection (computer programming); Psychology; Medicine; Computer science; Parkinson's disease; Internal medicine","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":[0.000268469,0.00008852949,0.000145584,0.0001180686,0.0001718564,0.00001181589,0.0001266688,0.00005882726,0.0000116145],"category_scores_gemma":[0.001447124,0.00005393985,0.00003011307,0.0003043827,0.0004032853,0.00003938585,0.00003657021,0.0001796229,0.000001094515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003253395,"about_ca_system_score_gemma":0.00001166386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.927424e-7,"about_ca_topic_score_gemma":0.000001857958,"domain_scores_codex":[0.9989992,0.00008703177,0.0001966099,0.0002887757,0.0002487112,0.0001796414],"domain_scores_gemma":[0.9995917,0.0001215059,0.00004067343,0.0001855849,0.00002043587,0.00004011086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000953278,0.005890978,0.4576097,0.0001390489,0.00001791931,0.00013397,0.001017781,0.002109187,0.2270496,0.09915863,0.005177156,0.2007427],"study_design_scores_gemma":[0.001735149,0.003378315,0.8687912,0.00008023479,0.00002271276,0.000009479088,0.0001109203,0.04499898,0.0153527,0.06259188,0.002683174,0.0002452616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9136021,0.00001405244,0.08079715,0.003193608,0.0002117693,0.0002989605,3.538962e-7,0.00004897943,0.001833071],"genre_scores_gemma":[0.9956102,0.00000160164,0.002155477,0.002148411,0.000007677731,0.00002201407,8.388753e-7,0.000004865019,0.00004895372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4111814,"threshold_uncertainty_score":0.2199603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04493919920428564,"score_gpt":0.3277008278823263,"score_spread":0.2827616286780407,"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."}}