{"id":"W2062989162","doi":"10.1097/brs.0b013e31817bd89f","title":"Preoperative Planning Simulator for Spinal Deformity Surgeries","year":2008,"lang":"en","type":"article","venue":"Spine","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Instrumentation (computer programming); Medicine; Sagittal plane; Scoliosis; Cobb angle; Flexibility (engineering); Simulation; Coronal plane; Surgery; Medical physics; Computer science; Radiology","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":[0.0009449548,0.0008159812,0.0003114455,0.0003818557,0.0001413072,0.0003059273,0.0008453365,0.0004069314,0.009392812],"category_scores_gemma":[0.002628506,0.0004000991,0.0005617916,0.0001774188,0.0001968581,0.0002790031,0.0006753426,0.0003299485,0.001905123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002615412,"about_ca_system_score_gemma":0.001210041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009755875,"about_ca_topic_score_gemma":0.001089608,"domain_scores_codex":[0.9995478,0.0001718972,0.00003856702,0.00006011094,0.0001513201,0.0000302326],"domain_scores_gemma":[0.9984451,0.0006878582,0.0001171099,0.0002357103,0.0003242139,0.0001900262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003060679,0.002062757,0.0505176,0.0009707404,0.0001586502,0.001156458,0.0009037839,0.1646684,0.2307516,0.002660652,0.00809393,0.5349948],"study_design_scores_gemma":[0.001713679,0.01994547,0.06310249,0.000215471,0.0003600102,0.004178448,0.0006118258,0.6110519,0.2084309,0.002762157,0.08736715,0.0002605694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3122926,0.0001276712,0.6688733,0.0001506286,0.0001034421,0.003650816,0.001702085,0.005747425,0.007351948],"genre_scores_gemma":[0.5545257,0.0002111325,0.4332629,0.0001142971,0.00003029213,0.003160961,0.00245328,0.0004631593,0.005778254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009392812,"threshold_uncertainty_score":0.03142202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.089088398924796,"score_gpt":0.3654395842447339,"score_spread":0.2763511853199379,"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."}}