{"id":"W4412121541","doi":"10.1177/21925682241264227","title":"Perioperative Medical Complications in Adult Spine Deformity Surgery: Classification and Prevention Strategies","year":2025,"lang":"en","type":"article","venue":"Global Spine Journal","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Perioperative; Deformity; Complication; Surgery; General 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002808223,0.0001162353,0.0002679644,0.0001084224,0.0001293128,0.00008356024,0.00005059802,0.00008919431,0.00006556269],"category_scores_gemma":[0.0002547128,0.00008728593,0.00008256378,0.0003616039,0.00007112564,0.0001631271,0.00002577999,0.0001881753,0.00000545257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003463146,"about_ca_system_score_gemma":0.0006942496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001032275,"about_ca_topic_score_gemma":0.0004979653,"domain_scores_codex":[0.9989276,0.00006095554,0.0004056586,0.000172693,0.000266196,0.0001668867],"domain_scores_gemma":[0.9994035,0.0000133777,0.0001004089,0.0001137801,0.0002113378,0.000157596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000463208,0.0009378146,0.8229612,0.00005874582,0.0001384489,0.00004596902,0.00004848277,0.000006063866,0.000091484,0.06387129,0.001359142,0.110435],"study_design_scores_gemma":[0.001475093,0.0001261976,0.9944041,0.0006794653,0.00006779379,0.0004124831,0.0004423935,0.0004740092,0.00003623166,0.001226871,0.0005927805,0.0000625753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696627,0.001042823,0.003098934,0.02034244,0.0001183617,0.0003157794,0.000005051854,0.00002005158,0.005393818],"genre_scores_gemma":[0.9966958,0.001404199,0.001096649,0.0006020564,0.00007389295,0.00004686144,0.00002691136,0.00000325012,0.00005036343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1714429,"threshold_uncertainty_score":0.3559417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03142689335788738,"score_gpt":0.3704188444356518,"score_spread":0.3389919510777644,"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."}}