{"id":"W2008419081","doi":"10.1007/s11517-007-0265-z","title":"Computer simulation for the optimization of patient positioning in spinal deformity instrumentation surgery","year":2007,"lang":"en","type":"article","venue":"Medical & Biological Engineering & Computing","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Sciences and Engineering Research Council of Canada; Polytechnique Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Instrumentation (computer programming); Finite element method; Measure (data warehouse); Scoliosis; Simulation; Computer science; Mathematics; Surgery; Medicine; Engineering; Structural engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0007232664,0.00009807445,0.000223526,0.00009354598,0.00005127201,0.000007767254,0.00004027065,0.000103479,0.00001831174],"category_scores_gemma":[0.000474457,0.00006151389,0.00009745621,0.0002070831,0.00003017683,0.00002674042,0.00003315894,0.0001127936,8.448059e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009603126,"about_ca_system_score_gemma":0.00002252152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002050376,"about_ca_topic_score_gemma":0.000001243899,"domain_scores_codex":[0.998937,0.00001807695,0.0004743639,0.0001529309,0.0002165094,0.0002011379],"domain_scores_gemma":[0.9983176,0.001380437,0.00009800379,0.00006884668,0.00005802008,0.00007706481],"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":[0.0001276153,0.0001706403,0.1431611,0.0000383029,0.00002520638,0.000006626246,0.00005459481,0.7102476,0.00002041455,0.00008725801,0.00000306526,0.1460575],"study_design_scores_gemma":[0.0005188716,0.000227549,0.3846937,0.0002707257,0.00001163872,0.000009930699,0.00001677225,0.6139547,0.0002358577,0.000003053593,0.00001376229,0.00004343523],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5697008,0.00008262138,0.429711,0.0001120671,0.0001208586,0.0002473722,4.506182e-7,0.00001929756,0.000005560203],"genre_scores_gemma":[0.9847772,0.00001239359,0.01480286,0.0002092403,0.0001448105,0.00001217564,0.00003490113,0.000006335343,1.229919e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4150764,"threshold_uncertainty_score":0.2508463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02822587760983232,"score_gpt":0.3025204529003446,"score_spread":0.2742945752905123,"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."}}