{"id":"W4388529419","doi":"10.1097/brs.0000000000004873","title":"The Case for Operative Efficiency in Adult Spinal Deformity Surgery","year":2023,"lang":"en","type":"article","venue":"Spine","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Toronto Western Hospital","funders":"","keywords":"Medicine; Prom; Spinal deformity; Surgery; Deformity; Percentile; Demographics; Radiography; Spinal fusion; Retrospective cohort study; Decompression","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":[0.005973381,0.000177091,0.000304471,0.001348834,0.0003790993,0.001136854,0.000494483,0.0004326631,0.00242609],"category_scores_gemma":[0.0275682,0.0001402026,0.0005149007,0.001984074,0.0007907388,0.001246177,0.0008915587,0.0007427474,0.0002703464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004762673,"about_ca_system_score_gemma":0.0008499216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006856605,"about_ca_topic_score_gemma":0.001249733,"domain_scores_codex":[0.9935151,0.002129793,0.001451976,0.0006362077,0.001837875,0.0004289511],"domain_scores_gemma":[0.9440709,0.01827711,0.03096681,0.002092529,0.003134375,0.001458211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001431734,0.00001276614,0.9876575,0.00017024,0.0000574506,0.000438411,0.0001247543,0.00002804705,0.0001039123,0.0002359415,0.0004838035,0.01054395],"study_design_scores_gemma":[0.000009854886,0.0002008608,0.9879425,0.0002924727,0.00009247903,0.006857492,0.001079094,0.000143535,0.000118297,0.0002592007,0.002993531,0.00001064837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705383,0.01651235,0.003030827,0.002665505,0.0002933993,0.0001303349,0.0007565403,0.00002567152,0.006047144],"genre_scores_gemma":[0.9966993,0.001496326,0.0008093333,0.000374682,0.0001741236,0.00004290573,0.0002280305,0.00000822723,0.0001672025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005973381,"threshold_uncertainty_score":0.03159064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04574858641107305,"score_gpt":0.3596257259752461,"score_spread":0.3138771395641731,"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."}}