{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005593463,0.0001156494,0.0002502643,0.00004768572,0.0001440385,0.000007020951,0.00002614189,0.00004136871,0.00005907295],"category_scores_gemma":[0.00009929686,0.00008357001,0.0001027398,0.00008220215,0.00004888172,0.00006585962,0.0000142704,0.00004868468,0.00001698025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005841972,"about_ca_system_score_gemma":0.00007935552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001895157,"about_ca_topic_score_gemma":0.000003835043,"domain_scores_codex":[0.9993585,0.000006414136,0.000153673,0.0001716539,0.0001198895,0.0001899129],"domain_scores_gemma":[0.9996153,0.00002382771,0.00003724518,0.000137317,0.00008935417,0.00009700757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00053889,0.0005826402,0.9910602,0.00009529049,0.0002118277,0.0001668326,0.0005594447,0.0001252888,0.0002748446,0.0005768158,0.003542156,0.002265773],"study_design_scores_gemma":[0.002114431,0.001704704,0.9695422,0.0001679412,0.00007879321,0.0001219436,0.00006918873,0.0002535316,0.02034017,0.000032003,0.005458581,0.0001165285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967372,0.001066219,0.000333694,0.0006182289,0.0001107627,0.0005567764,0.00000969328,0.00005049217,0.0005168946],"genre_scores_gemma":[0.9972523,0.00003761739,0.001474514,0.0004188421,0.0002051411,0.0001584758,0.00002925648,0.00001446214,0.0004093163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02151801,"threshold_uncertainty_score":0.3407886,"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."}}