{"id":"W4416838205","doi":"10.1002/jsp2.70142","title":"Subject‐Specific Musculoskeletal Modeling: The Future of Predicting and Preventing Proximal Junctional Failure in Adult Spinal Deformity","year":2025,"lang":"en","type":"article","venue":"JOR Spine","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; International Collaboration On Repair Discoveries; University of British Columbia","funders":"University of British Columbia","keywords":"Spinal deformity; Disease; Electromyography; Deformity; Reliability (semiconductor)","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":[0.002064161,0.001099076,0.001051167,0.00136233,0.0003665623,0.001744694,0.001701778,0.001279815,0.002437861],"category_scores_gemma":[0.005196763,0.0005687558,0.001142464,0.000552271,0.0007659591,0.001178137,0.001034455,0.0009787341,0.0006383215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007764761,"about_ca_system_score_gemma":0.001801051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0139519,"about_ca_topic_score_gemma":0.01102244,"domain_scores_codex":[0.9995683,0.0001716134,0.00003580347,0.00008971493,0.0001061466,0.00002845049],"domain_scores_gemma":[0.9981388,0.0009662581,0.0002976091,0.0001389139,0.0003262042,0.0001321696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001228455,0.0001675629,0.03742916,0.0004239534,0.0002637221,0.000189709,0.0001826899,0.7986213,0.001934263,0.006985079,0.00416718,0.1495125],"study_design_scores_gemma":[0.0000123935,0.0001052983,0.003729222,0.0002146267,0.00006808573,0.000118651,0.00006760668,0.9805901,0.0003113053,0.01050655,0.004237567,0.00003855177],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1117529,0.01878638,0.8437106,0.01204717,0.0006681823,0.0002576854,0.002010021,0.002993743,0.00777334],"genre_scores_gemma":[0.7968073,0.01177675,0.1846669,0.001402987,0.0005968644,0.0003049885,0.001326897,0.0003142773,0.002802936],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0139519,"threshold_uncertainty_score":0.02774137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01147670066168547,"score_gpt":0.279935800784894,"score_spread":0.2684591001232085,"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."}}