{"id":"W4399488829","doi":"10.1007/s00586-024-08359-7","title":"Risk stratification for early postoperative infection in Pediatric spinal deformity correction: development and validation of the Pediatric scoliosis infection risk score (PSIR score)","year":2024,"lang":"en","type":"article","venue":"European Spine Journal","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Calgary; University of Saskatchewan","funders":"","keywords":"Medicine; Spinal deformity; Scoliosis; Neurosurgery; Infection risk; Spinal fusion; Risk of infection; Surgery; Risk stratification; Internal medicine; Intensive care medicine","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":[0.00115701,0.0001993562,0.0002239264,0.0005443996,0.0003606323,0.0001582586,0.00004977619,0.00005839506,0.00001352022],"category_scores_gemma":[0.000317589,0.0001372583,0.000145,0.0008865143,0.00003006243,0.0003262486,0.00003378041,0.0004733609,0.00001519327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003141692,"about_ca_system_score_gemma":0.0002643732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001488998,"about_ca_topic_score_gemma":0.0001154309,"domain_scores_codex":[0.9982759,0.000300059,0.0006545234,0.0002878817,0.0002977131,0.0001838741],"domain_scores_gemma":[0.9990011,0.00003119798,0.0004414361,0.000143329,0.0002808919,0.0001019727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007853078,0.0002587486,0.9760687,0.0001319286,0.00006232615,0.000006894951,0.0005693366,0.0001931057,0.00004750398,0.00002051252,0.0001826368,0.02237982],"study_design_scores_gemma":[0.001156535,0.001156317,0.9927485,0.0004112261,0.0005737679,0.0002432096,0.00002197714,0.0002350418,0.003190442,0.00002909474,0.0001073412,0.0001265619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943957,0.001141506,0.002089317,0.0001289602,0.001179961,0.0008527017,0.000005752172,0.00003650595,0.0001696458],"genre_scores_gemma":[0.9943307,0.004285973,0.000389438,0.00001967718,0.0008432762,0.00004281375,0.000009864462,0.00003058071,0.00004766879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02225326,"threshold_uncertainty_score":0.559723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02850399387883771,"score_gpt":0.2850435893013001,"score_spread":0.2565395954224624,"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."}}