{"id":"W4206004533","doi":"10.1016/j.neurom.2021.10.013","title":"The Neurostimulation Appropriateness Consensus Committee (NACC): Recommendations on Best Practices for Cervical Neurostimulation","year":2022,"lang":"en","type":"review","venue":"Neuromodulation Technology at the Neural Interface","topic":"Pain Management and Treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Providence Health Care; University of British Columbia","funders":"","keywords":"Neurostimulation; Medicine; Best practice; MEDLINE; Systematic review; Evidence-based medicine; Evidence-based practice; Neuromodulation; Psychology; Alternative medicine; Political science","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005016367,0.000651596,0.0009376209,0.0004242592,0.001959246,0.0001282365,0.0006244381,0.0003872398,0.0001271173],"category_scores_gemma":[0.00210737,0.0004037655,0.0004602792,0.0008674723,0.000294997,0.00008959729,0.0005413803,0.001324494,0.0001502648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004063398,"about_ca_system_score_gemma":0.00007286198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001593151,"about_ca_topic_score_gemma":0.00003111747,"domain_scores_codex":[0.9961725,0.0009161769,0.001021991,0.0009665121,0.0004483617,0.0004744152],"domain_scores_gemma":[0.9907613,0.005753518,0.001838508,0.001437404,0.000139462,0.00006980453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005427977,0.0004805917,0.00006136095,0.0008990749,0.0002973904,0.00002708518,0.00002555604,0.002731591,0.00003256409,0.0009762959,0.003970121,0.9899555],"study_design_scores_gemma":[0.001074412,0.00125634,0.00008617366,0.0003266526,0.001640385,0.0002068582,0.00003122932,0.02332051,0.00003547051,0.0002860674,0.9714507,0.0002851529],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008000372,0.797176,0.0008378954,0.1583221,0.006577922,0.02501315,0.0002928443,0.002142084,0.001637647],"genre_scores_gemma":[0.03738757,0.9407451,0.0001843915,0.001257111,0.0003390604,0.003244154,0.001148039,0.0004011057,0.01529346],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9896704,"threshold_uncertainty_score":0.9998414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1944596161986894,"score_gpt":0.4279689545180833,"score_spread":0.2335093383193938,"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."}}