{"id":"W2788769967","doi":"10.3171/2017.9.spine1710","title":"Ligament augmentation for prevention of proximal junctional kyphosis and proximal junctional failure in adult spinal deformity","year":2018,"lang":"en","type":"article","venue":"Journal of Neurosurgery Spine","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Kyphosis; Surgery; Vertebra; Ligament; Internal fixation; Deformity; Radiography","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":[0.0003051743,0.0002122356,0.0002689704,0.0006113662,0.0003568362,0.0002504877,0.0001838538,0.0002014716,0.001048312],"category_scores_gemma":[0.001298742,0.00008864477,0.0002450074,0.0003661381,0.0002766114,0.0001611712,0.0002993317,0.0002263094,0.0001166178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002080792,"about_ca_system_score_gemma":0.0004775167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006696819,"about_ca_topic_score_gemma":0.001721321,"domain_scores_codex":[0.9998075,0.0000392634,0.00002774342,0.00002626269,0.00005801492,0.00004119299],"domain_scores_gemma":[0.9992512,0.0001224354,0.0004274905,0.00002120687,0.00004526053,0.0001323407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004540947,0.000304779,0.9370784,0.0001152435,0.0000451846,0.00169339,0.00007543061,0.0001453858,0.004505852,0.00002695997,0.0001838918,0.05537144],"study_design_scores_gemma":[0.00003645579,0.002816164,0.9794186,0.00005918877,0.00003925424,0.01554963,0.0002120737,0.0003900436,0.0009938094,0.00002906797,0.0004498352,0.000005878702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978418,0.001595083,0.0001841808,0.00003686937,0.000005687979,0.00002095161,0.00002749317,0.00001198474,0.0002759457],"genre_scores_gemma":[0.9991094,0.000486422,0.0002892326,0.00001567011,0.00001046293,0.000006519876,0.00002681747,8.099764e-7,0.00005450307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001048312,"threshold_uncertainty_score":0.003507018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02965414394562556,"score_gpt":0.3129164380255007,"score_spread":0.2832622940798751,"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."}}