{"id":"W4320917868","doi":"10.3389/fpain.2023.1057659","title":"Can we characterize A-P/IAP behavioural phenotypes in people with chronic pain?","year":2023,"lang":"en","type":"article","venue":"Frontiers in Pain Research","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Chronic pain; Rumination; Context (archaeology); Medicine; Pain catastrophizing; Cognition; Internal medicine; Physical therapy; Psychiatry","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"],"consensus_categories":[],"category_scores_codex":[0.007531739,0.000337722,0.0004847337,0.002996859,0.0002195927,0.00009685697,0.0006977696,0.0002780677,0.0006612258],"category_scores_gemma":[0.001228326,0.0003000064,0.00007071384,0.007069774,0.0003405328,0.0001701831,0.0001803717,0.001118669,0.0002539681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008181137,"about_ca_system_score_gemma":0.0003322168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002949121,"about_ca_topic_score_gemma":0.00549682,"domain_scores_codex":[0.992867,0.003096535,0.0004235124,0.001040265,0.000922457,0.001650226],"domain_scores_gemma":[0.9975356,0.001202568,0.000103784,0.0006526567,0.0002753154,0.0002300419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003291064,0.0003512482,0.7281571,0.00008094927,0.00006331321,0.0001616326,0.004648897,0.000003694167,0.0000254041,0.00003758764,0.05493413,0.2112069],"study_design_scores_gemma":[0.002412898,0.0007597387,0.9576638,0.0002675437,0.00001194048,0.000003992731,0.01252576,0.0004568613,0.0000428691,0.001701384,0.02375293,0.0004002864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702848,0.01068024,0.003036046,0.007087805,0.002330933,0.002428312,0.0001462853,0.0003626971,0.003642876],"genre_scores_gemma":[0.9809178,0.008333377,0.0005103275,0.0001296324,0.0002773141,0.001446081,0.0002079835,0.0001104674,0.008067003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2295067,"threshold_uncertainty_score":0.9999452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0816936125636842,"score_gpt":0.3729240004845185,"score_spread":0.2912303879208343,"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."}}