{"id":"W2742402392","doi":"10.1093/neuros/nyx438","title":"Primary Drivers of Adult Cervical Deformity: Prevalence, Variations in Presentation, and Effect of Surgical Treatment Strategies on Early Postoperative Alignment","year":2017,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Sagittal plane; Deformity; Lordosis; Lumbar lordosis; Lumbar; Kyphosis; Cervical spine; Apex (geometry); Surgery; Anatomy; 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":[0.0002326261,0.000162344,0.0002076719,0.0005810352,0.0002488562,0.0003398452,0.0002038792,0.0002038615,0.002433799],"category_scores_gemma":[0.001645663,0.00009894814,0.0001613645,0.000479088,0.0002470446,0.0002673826,0.0003778059,0.0001855317,0.000250391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002108583,"about_ca_system_score_gemma":0.0002681186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001529855,"about_ca_topic_score_gemma":0.003413723,"domain_scores_codex":[0.999684,0.00003583857,0.00003894769,0.00006987455,0.0001042048,0.00006724218],"domain_scores_gemma":[0.9991606,0.0001887045,0.0003952816,0.00003442576,0.00008398943,0.000136949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005671471,0.0000167732,0.9947945,0.00001143063,0.00001036624,0.0003113264,0.00004450922,0.00001341146,0.0002608018,0.00001322407,0.00004402215,0.00442289],"study_design_scores_gemma":[0.000001380106,0.0001026073,0.9969614,0.000009390111,0.000005571235,0.002388145,0.0002785494,0.00004654797,0.00007948847,0.00001458296,0.0001104361,0.000001852678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989114,0.000528265,0.00005978975,0.00001347739,0.000003153754,0.000006284976,0.00008890162,0.000002887858,0.0003859352],"genre_scores_gemma":[0.9996608,0.0001460151,0.00004270204,0.000003876334,0.00000338096,0.000002489084,0.00007949304,8.364457e-7,0.00006045327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002433799,"threshold_uncertainty_score":0.008141875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677187789253037,"score_gpt":0.2978966126772063,"score_spread":0.2811247347846759,"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."}}