{"id":"W4399462810","doi":"10.1007/s11916-024-01270-2","title":"The Role of Virtual Reality and Artificial Intelligence in Cognitive Pain Therapy: A Narrative Review","year":2024,"lang":"en","type":"review","venue":"Current Pain and Headache Reports","topic":"Pain Management and Placebo Effect","field":"Neuroscience","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke; University of Toronto; Université du Québec à Montréal; Mount Sinai Hospital","funders":"","keywords":"Pain medicine; Narrative; Medicine; Narrative review; Cognition; Psychotherapist; Anesthesiology; Psychology; Psychiatry; Intensive care 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":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.031563,0.000435447,0.001202379,0.0001453752,0.0001687402,0.0001046763,0.000151659,0.0001246422,0.00001100125],"category_scores_gemma":[0.008771893,0.0002635325,0.000244162,0.0005879218,0.0003658475,0.00007266334,0.0001460412,0.0006806332,0.000002666495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003974159,"about_ca_system_score_gemma":0.0001822471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001748052,"about_ca_topic_score_gemma":0.00003622768,"domain_scores_codex":[0.9872718,0.01000389,0.001212536,0.0008391113,0.0003530273,0.000319672],"domain_scores_gemma":[0.990228,0.008682525,0.0006380382,0.0003249706,0.00003616398,0.0000903128],"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":[0.00001153524,0.00005558953,0.00001620556,0.01503445,0.00002526219,0.00006231436,0.0004645616,5.09445e-8,0.000001954146,0.0008790506,0.0006360759,0.9828129],"study_design_scores_gemma":[0.00002075117,0.0001586382,0.000002006225,0.08380928,0.0002492491,0.0000411525,0.0003929789,0.0006764911,0.0000137027,0.005084463,0.9092118,0.0003394819],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001443957,0.9963621,0.0004053656,0.0001118662,0.0001867648,0.00249288,0.00001394336,0.00003031919,0.0003823387],"genre_scores_gemma":[0.002325193,0.9970502,0.000001569847,0.00009855546,0.00007872315,0.0003185135,0.0000281591,0.00002204439,0.00007700811],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9824735,"threshold_uncertainty_score":0.9999817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1474496670824199,"score_gpt":0.4205497405544956,"score_spread":0.2731000734720757,"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."}}