{"id":"W988463877","doi":"10.1007/978-3-319-07269-2_7","title":"Classification of Spinal Deformities Using a Parametric Torsion Estimator","year":2014,"lang":"en","type":"book-chapter","venue":"Lecture notes in computational vision and biomechanics","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Polytechnique Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Torsion (gastropod); Scoliosis; Idiopathic scoliosis; Lumbar spine; Vertebra; Deformity; Medicine; Mathematics; Orthodontics; Computer science; Anatomy; Radiology; Surgery","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009728479,0.0005462648,0.001041004,0.001143429,0.0002103072,0.0006726711,0.001126056,0.001113479,0.001800585],"category_scores_gemma":[0.002013873,0.0003539348,0.001031475,0.0008476594,0.0004257754,0.0007988296,0.0009811472,0.0008128738,0.001208906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002366114,"about_ca_system_score_gemma":0.0004019405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001017899,"about_ca_topic_score_gemma":0.001449665,"domain_scores_codex":[0.9996293,0.00006846744,0.000029204,0.0001369752,0.00008575449,0.00005024514],"domain_scores_gemma":[0.9992406,0.0003682144,0.00009364606,0.0001084738,0.0001559432,0.00003317609],"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":[0.0002322514,0.00007247835,0.004944091,0.00007511715,0.0000777399,0.00008293968,0.00005297878,0.08688655,0.0238084,0.001691961,0.001794875,0.8802806],"study_design_scores_gemma":[0.000008123881,0.0001035071,0.004328677,0.00002013197,0.0000330477,0.0002096992,0.00003543395,0.9876136,0.004009636,0.002745477,0.0008750387,0.00001768668],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04002759,0.0006369078,0.9578419,0.0001290051,0.00005167277,0.00003295151,0.0001456808,0.000597528,0.0005367354],"genre_scores_gemma":[0.6514548,0.001054501,0.3399622,0.0001353186,0.000224681,0.0001187855,0.00122311,0.0002035459,0.00562301],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001800585,"threshold_uncertainty_score":0.006023586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04771100889521971,"score_gpt":0.3331639880274864,"score_spread":0.2854529791322666,"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."}}