{"id":"W4379523140","doi":"10.21203/rs.3.rs-2977859/v1","title":"Lumbar Multifidus Characteristics in University Level Athletes May be Predictors of Low Back Pain and Lower Limb Injury","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Fonds de Recherche du Québec - Santé; Concordia University; International Society for the Study of the Lumbar Spine","keywords":"Medicine; Athletes; Low back pain; Lumbar; Logistic regression; Physical therapy; Spondylolysis; Spinal cord injury; Internal medicine; Surgery; Spondylolisthesis; Spinal cord; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003545602,0.0002979014,0.0002871523,0.001031794,0.0005016644,0.0005353898,0.0003089204,0.0004623798,0.004637041],"category_scores_gemma":[0.001288371,0.0001779634,0.0002555548,0.0006235577,0.0003053702,0.000288662,0.0004340457,0.0003345965,0.000480852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002362236,"about_ca_system_score_gemma":0.0003111247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003776323,"about_ca_topic_score_gemma":0.005927295,"domain_scores_codex":[0.9998277,0.00002525331,0.00002314421,0.0000339016,0.00003727595,0.00005269113],"domain_scores_gemma":[0.9988396,0.0001982427,0.0006046575,0.00002176083,0.0001045667,0.0002313169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004149155,0.00002082837,0.9987338,0.000009225652,0.000007360018,0.00008221786,0.00003049468,0.00001227938,0.0002214507,0.000004507825,0.00003177853,0.000804655],"study_design_scores_gemma":[7.906817e-7,0.00004038238,0.9995108,0.000005506506,0.000004745475,0.0002539217,0.00008758211,0.00003796754,0.00002610716,0.000003772725,0.00002757284,8.914536e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995634,0.0001132149,0.00001710818,0.00002472691,0.000002996627,0.000003282994,0.00006786811,0.000001412418,0.0002059931],"genre_scores_gemma":[0.9995747,0.00008167288,0.00005007168,0.0000115999,0.00001316769,0.000004903463,0.0001175715,8.146774e-7,0.000145356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004637041,"threshold_uncertainty_score":0.01551241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06812907570947489,"score_gpt":0.3582570684602209,"score_spread":0.290127992750746,"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."}}