{"id":"W2806214183","doi":"10.1371/journal.pone.0197987","title":"A scoping review of biopsychosocial risk factors and co-morbidities for common spinal disorders","year":2018,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Disability Prevention and Rehabilitation; Ontario Tech University; Canadian Memorial Chiropractic College","funders":"Skoll Foundation; NCMIC Foundation; U.S. Department of Veterans Affairs","keywords":"Medicine; Comorbidity; Physical therapy; Internal 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":[0.0002155241,0.0003121928,0.002953168,0.0001323926,0.00005886534,0.000006730459,0.000116504,0.0002215066,0.0001574304],"category_scores_gemma":[0.0004556909,0.0002251649,0.0005230607,0.0001133071,0.0002466265,0.00004122842,0.00004219131,0.0002290569,0.00001533972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003057799,"about_ca_system_score_gemma":0.0001340769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004905405,"about_ca_topic_score_gemma":0.0000280816,"domain_scores_codex":[0.9984546,0.0001098823,0.0007183118,0.0003128012,0.0001877371,0.0002167156],"domain_scores_gemma":[0.9989097,0.0000454262,0.0005987231,0.0002806676,0.00008692838,0.00007858463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001370658,0.0004300365,0.0004140577,0.9378296,0.0007254796,0.00000116002,0.00003644924,7.450914e-11,0.00000285738,0.00002341199,0.001622834,0.05890045],"study_design_scores_gemma":[0.0003842854,0.002147838,0.0002933395,0.9736003,0.005968649,0.000006495837,0.00001690732,5.387653e-7,0.00002380472,0.00003412636,0.01730074,0.0002229617],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001811936,0.994097,0.00001145878,0.00005678914,0.00007139575,0.002973617,0.0003290737,0.00002649747,0.0006222145],"genre_scores_gemma":[0.00003076878,0.9984984,0.0003872514,0.0001143715,0.0002802469,0.0002368304,0.0003252796,0.00004617278,0.00008064226],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05867749,"threshold_uncertainty_score":0.9181957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1906605966887158,"score_gpt":0.4245649649230785,"score_spread":0.2339043682343626,"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."}}