{"id":"W2141429242","doi":"10.1186/1748-7161-7-21","title":"Preoperative assessment and evaluation of instrumentation strategies for the treatment of adolescent idiopathic scoliosis: computer simulation and optimization","year":2012,"lang":"en","type":"article","venue":"Scoliosis","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Instrumentation (computer programming); Medicine; Idiopathic scoliosis; Scoliosis; Spinal fusion; Orthopedic surgery; Medical physics; Deformity; Spinal deformity; Set (abstract data type); Surgery; Computer science","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":[0.0004663598,0.0001507815,0.0002896032,0.0001216469,0.0001044698,0.00003446071,0.00002229977,0.00005911844,0.000006053232],"category_scores_gemma":[0.00001588933,0.00009959227,0.00006455735,0.0001572728,0.00007588945,0.0002781844,0.00001268351,0.00002668246,1.447997e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002173513,"about_ca_system_score_gemma":0.0001356048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000380733,"about_ca_topic_score_gemma":0.00001013592,"domain_scores_codex":[0.998882,0.0001214705,0.0003406958,0.0001752309,0.0003408557,0.0001397425],"domain_scores_gemma":[0.9991117,0.00007118689,0.000217892,0.0001516123,0.000384376,0.00006329487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003329239,0.0030311,0.6973513,0.0005257662,0.0006698685,1.436581e-7,0.006381533,0.245713,0.0004029527,0.001228995,0.000009962087,0.04435239],"study_design_scores_gemma":[0.003116501,0.001479214,0.6119835,0.0005995961,0.001371789,0.000001809153,0.001095463,0.3770536,0.00319534,0.00003197827,0.00000506126,0.00006614851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731131,0.009157632,0.01414123,0.000243819,0.0001168699,0.003183407,0.00001087821,0.00001069742,0.00002242275],"genre_scores_gemma":[0.9950505,0.001126235,0.002959997,0.00005392035,0.0001108952,0.0006704616,0.00001447043,0.00001283519,6.761353e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1313405,"threshold_uncertainty_score":0.4061255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09057223300465563,"score_gpt":0.4052342562903381,"score_spread":0.3146620232856825,"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."}}