{"id":"W4412158819","doi":"10.1227/ons.0000000000001708","title":"Characterization of Subthalamic Nucleus Boundary and Trajectory Recommendations From a Commercially Available Microelectrode Recording Algorithm During Deep Brain Stimulation Surgery for Parkinson Disease","year":2025,"lang":"en","type":"article","venue":"Operative Neurosurgery","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Alberta Health Services","funders":"","keywords":"Deep brain stimulation; Subthalamic nucleus; Medicine; Parkinson's disease; Microelectrode; Stimulation; Trajectory; Algorithm; Neuroscience; Disease; Pathology; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002380783,0.0003486574,0.0003141677,0.0004460209,0.0001652368,0.0007870226,0.0003884633,0.0004450284,0.000517896],"category_scores_gemma":[0.0197615,0.0001728721,0.000269323,0.0003064779,0.0002141145,0.0004024384,0.0003618849,0.0003537573,0.0001663702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003754957,"about_ca_system_score_gemma":0.0005276868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001311666,"about_ca_topic_score_gemma":0.002716564,"domain_scores_codex":[0.99891,0.0002680077,0.0001574883,0.0002935494,0.0003266505,0.00004436772],"domain_scores_gemma":[0.9909952,0.005926824,0.001052963,0.0005648332,0.001332944,0.0001271997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00363783,0.0002838839,0.2841216,0.000384177,0.0005260023,0.0003174843,0.001288191,0.06324781,0.1465124,0.0005526774,0.0008800648,0.498248],"study_design_scores_gemma":[0.0001353835,0.001482448,0.5165225,0.00007590338,0.0002810181,0.001329805,0.0002699146,0.3970966,0.08074842,0.0006191347,0.001339545,0.00009939902],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9030612,0.0002318232,0.09515891,0.00005165379,0.00001635997,0.0001190153,0.0001968355,0.0005091873,0.0006549131],"genre_scores_gemma":[0.942665,0.00005674409,0.05653457,0.00002372001,0.000005896022,0.00008670184,0.0002895841,0.0001202873,0.000217574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002380783,"threshold_uncertainty_score":0.01259094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01938396367768663,"score_gpt":0.2710970670070452,"score_spread":0.2517131033293586,"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."}}