{"id":"W2907559875","doi":"10.1002/ejp.1356","title":"Predicting transition from acute to chronic low back pain with quantitative sensory tests—A prospective cohort study in the primary care setting","year":2018,"lang":"en","type":"article","venue":"European Journal of Pain","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; Institute of Health Services and Policy Research; University of Toronto; St. Michael's Hospital","funders":"Inselspital, Universitätsspital Bern; University of Bern; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Primary care; Medicine; Prospective cohort study; Physical therapy; Low back pain; Cohort; Acute pain; Cohort study; Physical medicine and rehabilitation; Alternative medicine; Internal medicine; Family medicine; Anesthesia; Pathology","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":[0.01135783,0.0001705705,0.000306797,0.0001512296,0.0001114508,0.00003469302,0.0001379811,0.00002209883,0.00002450683],"category_scores_gemma":[0.000696254,0.0001022787,0.00009222217,0.0003026545,0.0001077256,0.0001249794,0.00001570157,0.0004407976,0.00002473225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003085332,"about_ca_system_score_gemma":0.0001350583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001923917,"about_ca_topic_score_gemma":0.0001217724,"domain_scores_codex":[0.9927016,0.005783501,0.000537088,0.0002498516,0.0005259963,0.0002019275],"domain_scores_gemma":[0.998193,0.0008387712,0.0002625742,0.0002063039,0.0004015601,0.00009784836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001042201,0.0004199226,0.8288354,0.0003937772,0.0003746306,0.0004700873,0.1429359,0.0001829755,0.0170782,0.000002463657,0.0003071997,0.007957282],"study_design_scores_gemma":[0.002207486,0.01606575,0.9346317,0.001871545,0.0001101018,0.00001998551,0.04438769,0.0004783564,0.00006891428,0.000005689848,0.00003556801,0.0001171898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872074,0.0001149516,0.008271343,0.0007898769,0.00006674638,0.001671356,0.000008131629,0.00001654354,0.001853625],"genre_scores_gemma":[0.9929602,0.000003730459,0.005391733,0.0009091141,0.0006492965,0.000007521274,0.00001652032,0.00003664769,0.00002527993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1057963,"threshold_uncertainty_score":0.4170804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009392771485542784,"score_gpt":0.2657644798661063,"score_spread":0.2563717083805635,"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."}}