{"id":"W4225269969","doi":"10.3390/jpm12050741","title":"Effects of Complex Rehabilitation Program on Reducing Pain and Disability in Patients with Lumbar Disc Protrusion—Is Early Intervention the Best Recommendation?","year":2022,"lang":"en","type":"article","venue":"Journal of Personalized Medicine","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Physical therapy; Electrotherapy; Low back pain; Hydrotherapy; Rehabilitation; Randomization; Randomized controlled trial; Population; Lumbar; Intervention (counseling); Physical medicine and rehabilitation; Spinal manipulation; Surgery; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00369788,0.000128864,0.0004192931,0.000169083,0.0001243762,0.00000569126,0.00006871669,0.00003186107,0.0002047835],"category_scores_gemma":[0.001685324,0.00007051461,0.000121375,0.0003525951,0.000438609,0.00009446444,0.00003128887,0.0003833809,2.149488e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002345945,"about_ca_system_score_gemma":0.00003291008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001112656,"about_ca_topic_score_gemma":0.00000777307,"domain_scores_codex":[0.9972501,0.001057987,0.0007018542,0.000180743,0.0006744937,0.0001347642],"domain_scores_gemma":[0.9981155,0.0008792139,0.0005441646,0.0001364761,0.0002393374,0.00008532245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004517873,0.006268785,0.6912125,0.003594721,0.0001311445,0.000002593411,0.01491777,0.00001038466,0.001543849,0.00007365602,0.0004543356,0.2772723],"study_design_scores_gemma":[0.009692177,0.03571948,0.9471498,0.002082871,0.0001092798,0.000003882237,0.004396345,0.0002168058,0.00001247347,0.000128255,0.0004228078,0.00006584967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831737,0.0001306171,0.00005934652,0.01422617,0.0001034629,0.002261205,0.000002998973,0.000006334313,0.00003616606],"genre_scores_gemma":[0.9985627,0.00001073715,0.0009214844,0.0002402277,0.00007547016,0.0001160891,0.00002278074,0.0000133128,0.00003722616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2772065,"threshold_uncertainty_score":0.2875502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01030922753113651,"score_gpt":0.3046804704220653,"score_spread":0.2943712428909288,"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."}}