{"id":"W4383340951","doi":"10.1038/s41591-023-02430-4","title":"A prognostic risk score for development and spread of chronic pain","year":2023,"lang":"en","type":"article","venue":"Nature Medicine","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital; Douglas Mental Health University Institute; McGill University; Université de Montréal; McGill University Health Centre","funders":"National Institute on Drug Abuse","keywords":"Chronic pain; Medicine; Internal medicine; Intensive care medicine; Physical therapy","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":[],"consensus_categories":[],"category_scores_codex":[0.001590508,0.0001090686,0.0002848618,0.0001882299,0.00004750373,0.000001309587,0.00003701436,0.0001761065,0.00002298626],"category_scores_gemma":[0.004721268,0.00006837954,0.00004197214,0.0003472073,0.0001430738,0.00001609286,0.00001571737,0.0002631387,0.000003524282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004503061,"about_ca_system_score_gemma":0.0001108574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008145772,"about_ca_topic_score_gemma":0.00002106778,"domain_scores_codex":[0.9990649,0.00005664865,0.0002547741,0.0001990739,0.0002568334,0.0001677818],"domain_scores_gemma":[0.9986771,0.0008736489,0.00008603412,0.0001404907,0.0001299826,0.00009279199],"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":[0.0004424416,0.0002383739,0.1760129,0.02057916,0.0003176601,0.00001564382,0.004488394,0.000006554355,0.03471577,0.001785886,0.02502037,0.7363768],"study_design_scores_gemma":[0.004653228,0.003325636,0.9333892,0.003738154,0.0001926303,0.00000590604,0.0005155659,0.002791349,0.002126649,0.0008380487,0.04826174,0.0001618321],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881313,0.004812036,0.001041856,0.004070111,0.0002339381,0.001345159,0.000004611384,0.00008094018,0.0002800678],"genre_scores_gemma":[0.9970255,0.0001398804,0.00155076,0.0002408578,0.0003585848,0.00008524074,0.0001238518,0.00001647836,0.0004588111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7573763,"threshold_uncertainty_score":0.5652139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01265663867162834,"score_gpt":0.3026372940956517,"score_spread":0.2899806554240233,"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."}}