{"id":"W4408474476","doi":"10.1038/s41598-025-93678-y","title":"Pain classification using functional near infrared spectroscopy and assessment of virtual reality effects in cancer pain management","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Pain Mechanisms and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Pain management; Virtual reality; Cancer pain; Computer science; Functional near-infrared spectroscopy; Medicine; Cancer; Physical medicine and rehabilitation; Physical therapy; Artificial intelligence; Internal medicine; Psychiatry; Cognition","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":[0.0008520985,0.0004160415,0.0002629248,0.0005260474,0.0001288308,0.0004215707,0.0002056722,0.0003414819,0.0007109417],"category_scores_gemma":[0.002660555,0.000113194,0.000323405,0.0003203105,0.00022707,0.000335252,0.0003214626,0.0002213693,0.0001069678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001580953,"about_ca_system_score_gemma":0.0001269341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001119088,"about_ca_topic_score_gemma":0.002141098,"domain_scores_codex":[0.9995325,0.0002608822,0.00002428363,0.00006930751,0.00008020338,0.00003287544],"domain_scores_gemma":[0.9993967,0.0003042639,0.0001780547,0.00002209186,0.00007353362,0.00002532052],"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":[0.00400191,0.0008312998,0.356606,0.00113635,0.0005792338,0.0004198696,0.0009344642,0.01666796,0.1133474,0.0004670869,0.0009369222,0.5040716],"study_design_scores_gemma":[0.0001003025,0.003429085,0.8939803,0.0001401312,0.0002909919,0.001354576,0.0006760761,0.0843695,0.01372419,0.0007257531,0.001132421,0.00007658265],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805065,0.002389866,0.01519229,0.0001504373,0.00002171192,0.00006932359,0.0001707812,0.00007070092,0.00142829],"genre_scores_gemma":[0.9924518,0.0005407121,0.006635408,0.00003606123,0.00001401343,0.0000362023,0.00005734822,0.000003766388,0.0002246595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001119088,"threshold_uncertainty_score":0.00450635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03143994273437201,"score_gpt":0.3469573216431931,"score_spread":0.3155173789088211,"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."}}