{"id":"W2047986632","doi":"10.1007/s00586-014-3472-y","title":"Posterior-only correction of Scheuermann kyphosis using pedicle screws: economical optimization through screw density reduction","year":2014,"lang":"en","type":"article","venue":"European Spine Journal","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Kyphosis; Sagittal plane; Surgery; Radiography; Reduction (mathematics); Lordosis; Lumbar; Nuclear medicine; Radiology; Mathematics","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":[0.0005239069,0.000158674,0.0003162096,0.0001362433,0.0001732907,0.00005830475,0.00006572379,0.00004539559,0.0001889374],"category_scores_gemma":[0.0001325659,0.0001384142,0.0001622685,0.0001498241,0.00005990035,0.0002945243,0.00004591155,0.0002231473,0.00003962828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001850326,"about_ca_system_score_gemma":0.00007119184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005825619,"about_ca_topic_score_gemma":0.000002835477,"domain_scores_codex":[0.9986436,0.0002221342,0.0005251381,0.0002170926,0.0002019733,0.0001900163],"domain_scores_gemma":[0.9990026,0.000009897487,0.0003983471,0.0002065463,0.000229224,0.0001534194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002103492,0.005972455,0.4670793,0.0003650091,0.001855225,0.0003991242,0.003067567,0.1426275,0.1230816,0.0003051414,0.01759578,0.2355478],"study_design_scores_gemma":[0.00671768,0.002788496,0.8837506,0.001578796,0.001048304,0.01570875,0.0003265619,0.0525246,0.03286976,0.00001542531,0.002219521,0.0004515122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855779,0.0001750223,0.01018625,0.0003692174,0.0009643566,0.000160719,0.000001204361,0.00003468539,0.002530579],"genre_scores_gemma":[0.9802438,0.0002005573,0.01796139,0.0002455334,0.00119369,7.333375e-7,0.0000101792,0.00004048563,0.0001036516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4166713,"threshold_uncertainty_score":0.5644366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.031304197335123,"score_gpt":0.2886032313769448,"score_spread":0.2572990340418218,"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."}}