{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009784717,0.0001494763,0.0004317672,0.0001197906,0.00007534432,0.00003101032,0.00004724854,0.00005850861,0.00001796261],"category_scores_gemma":[0.00007487881,0.0001029222,0.0001024542,0.00005885378,0.0001209243,0.0001545265,0.00002914696,0.00005736765,0.000001855765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008104507,"about_ca_system_score_gemma":0.00008273374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003111237,"about_ca_topic_score_gemma":0.00002087861,"domain_scores_codex":[0.9989451,0.0001197808,0.0002986044,0.0002400936,0.0002613441,0.0001351332],"domain_scores_gemma":[0.9988606,0.0005136434,0.0001754744,0.0003039074,0.00006891903,0.00007742877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000591926,0.0008900695,0.9944668,0.0001456943,0.00008022247,0.0001215295,0.0003575142,0.00001988734,0.0004144516,0.0008270313,0.00002908685,0.002055834],"study_design_scores_gemma":[0.003176741,0.003089013,0.9751056,0.0002382291,0.0001352197,0.00001786467,0.00002988649,0.00003623881,0.01806195,0.00002301664,0.00002440977,0.00006183641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969922,0.00005746111,8.399774e-7,0.0006906761,0.00008504017,0.0006620486,0.00003236109,0.000008230703,0.0014711],"genre_scores_gemma":[0.9989228,0.000804686,0.00002157718,0.0000469505,0.00001955406,0.0001142578,0.00001165632,0.000009203532,0.00004927972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01936116,"threshold_uncertainty_score":0.4197046,"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."}}