{"id":"W2104574304","doi":"10.2522/ptj.20100272","title":"Evaluation of a Treatment-Based Classification Algorithm for Low Back Pain: A Cross-Sectional Study","year":2011,"lang":"en","type":"article","venue":"Physical Therapy","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"Glenrose Rehabilitation Hospital; University of Alberta","funders":"National Health and Medical Research Council; Australian Research Council; Medical Research Council; University of Notre Dame Australia; University of Notre Dame; Physiotherapy Research Foundation; University of Sydney; Intermountain Healthcare","keywords":"Cross-sectional study; Low back pain; Medicine; Algorithm; Physical therapy; Computer science; Alternative medicine","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":[0.001098637,0.0001079117,0.0001958937,0.0000519213,0.00004397823,0.000006477583,0.00003537798,0.00004253374,0.0001226496],"category_scores_gemma":[0.00009431787,0.00007462357,0.0002164291,0.0001206684,0.0000750372,0.00004869396,0.000001762569,0.00003680971,0.00001377095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001554704,"about_ca_system_score_gemma":0.0001418953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003832005,"about_ca_topic_score_gemma":0.000001462522,"domain_scores_codex":[0.9987516,0.0003145681,0.0002139949,0.0002225568,0.0003977202,0.00009959019],"domain_scores_gemma":[0.9988416,0.0002227691,0.00009522038,0.0002109502,0.000581909,0.00004750248],"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":[0.0009765535,0.0164465,0.123026,0.0001412152,0.0004041885,9.790823e-8,0.002320314,0.00004313185,0.05558971,0.0001455577,0.0000230484,0.8008837],"study_design_scores_gemma":[0.006679995,0.00703562,0.7515147,0.00001445239,0.00004322313,6.006027e-8,0.0001210555,0.2303626,0.002978869,0.001163538,0.00002127961,0.00006462054],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867144,0.00002155687,0.01012527,0.000035622,0.00006474449,0.002683048,0.00001007024,0.00002333535,0.0003220035],"genre_scores_gemma":[0.9969288,0.000002563621,0.0020615,0.00004588623,0.0002000362,0.0006285475,0.0000621054,0.00001525669,0.00005535099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8008191,"threshold_uncertainty_score":0.3043061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1500595456160372,"score_gpt":0.4040525181926504,"score_spread":0.2539929725766132,"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."}}