{"id":"W4210699832","doi":"10.1016/j.clinbiomech.2022.105590","title":"How do additional rods reduce loads on the primary rods in adult spinal instrumentation with pedicle subtraction osteotomy?","year":2022,"lang":"en","type":"article","venue":"Clinical Biomechanics","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Medtronic (Canada); Centre Hospitalier Universitaire Sainte-Justine; Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Medtronic","keywords":"Rod; Bending; Materials science; Structural engineering; Composite material; Engineering; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006195566,0.0001763726,0.0002942137,0.0001530867,0.0002048689,0.00005294823,0.0001233334,0.00009603624,0.001145399],"category_scores_gemma":[0.0002596401,0.0001194924,0.0001414265,0.0005947236,0.00006796783,0.0001116293,0.00007629592,0.0005238379,0.00003206291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004127711,"about_ca_system_score_gemma":0.0002212264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001858353,"about_ca_topic_score_gemma":0.0000120485,"domain_scores_codex":[0.9979543,0.0002223331,0.0004241997,0.0004705573,0.000690847,0.0002377631],"domain_scores_gemma":[0.9987738,0.0004123053,0.0002281987,0.0003568086,0.0001007521,0.0001281628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02561439,0.03624798,0.08267953,0.0003001296,0.001220344,0.001163613,0.0005438517,0.00006142828,0.007301475,0.0416726,0.09685704,0.7063376],"study_design_scores_gemma":[0.04426058,0.09466779,0.7064204,0.002076433,0.00136219,0.001092099,0.009566646,0.003233711,0.02976306,0.003890046,0.1018246,0.001842464],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769136,0.00006551807,0.00002079655,0.02067732,0.0005134913,0.0008765257,0.0002463603,0.00004528495,0.0006410634],"genre_scores_gemma":[0.9936336,0.0001224984,0.0003458668,0.004090608,0.0003009234,0.000730429,0.0006020864,0.00002427108,0.0001496915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7044951,"threshold_uncertainty_score":0.9997677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05768912997989964,"score_gpt":0.3476310954396365,"score_spread":0.2899419654597368,"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."}}