{"id":"W4281756492","doi":"10.1038/s41593-022-01081-x","title":"Individual variability in brain representations of pain","year":2022,"lang":"en","type":"article","venue":"Nature Neuroscience","topic":"Pain Mechanisms and Treatments","field":"Medicine","cited_by":76,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Institute on Drug Abuse; National Institute of Biomedical Imaging and Bioengineering; National Institute of Mental Health","keywords":"Nomothetic and idiographic; Psychology; Neuroscience; Set (abstract data type); Neuroimaging; Voxel; Cognitive psychology; Physical medicine and rehabilitation; Medicine; Artificial intelligence; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006408918,0.0001258319,0.0002921968,0.0003614629,0.00009980223,0.0007015491,0.000171223,0.0003013705,0.001827694],"category_scores_gemma":[0.007046909,0.0001968377,0.0001805793,0.0003907825,0.0003220012,0.0004940324,0.0003502991,0.0005015355,0.0001931016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001076415,"about_ca_system_score_gemma":0.00009960599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004691066,"about_ca_topic_score_gemma":0.0006796774,"domain_scores_codex":[0.9996357,0.0001028954,0.00001734279,0.0001146011,0.00008998525,0.00003942108],"domain_scores_gemma":[0.9973123,0.001883717,0.0002711102,0.0003164326,0.0001434109,0.00007306714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002972828,0.0003334217,0.2950532,0.0004722302,0.002149541,0.0004459238,0.004126999,0.01672536,0.4370835,0.008671829,0.004241787,0.2277233],"study_design_scores_gemma":[0.00001404893,0.00009688769,0.9849554,0.00001238163,0.00006938582,0.0004348709,0.0001827972,0.005578198,0.003067031,0.00492588,0.0006392801,0.00002368929],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866121,0.0004185366,0.008864041,0.0001452538,0.00003536717,0.00002029177,0.0003795969,0.00005465872,0.003470159],"genre_scores_gemma":[0.9985328,0.0001090097,0.0008350638,0.00003370547,0.00001895221,0.00001077885,0.0001344408,0.00003092832,0.0002944309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001827694,"threshold_uncertainty_score":0.006114244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01782763430523989,"score_gpt":0.3210532635190989,"score_spread":0.303225629213859,"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."}}