{"id":"W4365452346","doi":"10.1002/mdc3.13750","title":"Comparison of Monopolar Review to Fixed Parameter Fractionation in Deep Brain Stimulation","year":2023,"lang":"en","type":"article","venue":"Movement Disorders Clinical Practice","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Boston Scientific Corporation","keywords":"Deep brain stimulation; Fractionalization; Significant difference; Stimulation; Psychology; Computer science; Nuclear medicine; Mathematics; Medicine; Statistics; Neuroscience; Pathology","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":[0.001251751,0.0003754864,0.0005137392,0.0007044503,0.0001246676,0.0006000217,0.0003778097,0.0003783577,0.003526536],"category_scores_gemma":[0.005552608,0.0001563868,0.0003758619,0.0003637744,0.0003028082,0.0004624935,0.0003045872,0.000172251,0.0003874006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002402675,"about_ca_system_score_gemma":0.0003492391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002394941,"about_ca_topic_score_gemma":0.000338654,"domain_scores_codex":[0.9992179,0.0003314455,0.0001178508,0.0001171685,0.000184811,0.00003077735],"domain_scores_gemma":[0.9979128,0.001355787,0.0003204058,0.0001745592,0.0001703712,0.00006612414],"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":[0.0653454,0.001199973,0.003795809,0.003615369,0.0006162878,0.0001338383,0.0003573989,0.003730929,0.1092679,0.001563104,0.0009147573,0.8094593],"study_design_scores_gemma":[0.03372859,0.3463973,0.2142875,0.002025075,0.01043757,0.009179873,0.001797085,0.04534413,0.2590469,0.0122085,0.06482146,0.0007260714],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9270818,0.02265131,0.04120062,0.0001802904,0.0002608658,0.0009024905,0.0002363612,0.0004015813,0.007084826],"genre_scores_gemma":[0.9742301,0.004026753,0.01950851,0.0001137309,0.0001474823,0.0003898261,0.000118944,0.00007697691,0.001387745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003526536,"threshold_uncertainty_score":0.01179743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1129912383904351,"score_gpt":0.4961075590457066,"score_spread":0.3831163206552715,"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."}}