{"id":"W4399633201","doi":"10.1177/21925682241262749","title":"Wound Closure and Wound Dressings in Adult Spinal Deformity Surgery From the AO Spine Surveillance of Post-Operative Management","year":2024,"lang":"en","type":"article","venue":"Global Spine Journal","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University of Calgary","funders":"","keywords":"Medicine; Surgery; Wound closure; Fibrous joint; Deformity; Spinal deformity; Wound healing","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":[0.000504298,0.0002083796,0.0004524323,0.00007961412,0.0001195294,0.0001679934,0.0001110695,0.0000920695,0.0001504061],"category_scores_gemma":[0.000163283,0.0001179573,0.0001974769,0.000516393,0.0001574627,0.0001585966,0.00008730433,0.0004412911,0.000006502174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001443811,"about_ca_system_score_gemma":0.0001191062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003076732,"about_ca_topic_score_gemma":0.0002216505,"domain_scores_codex":[0.9983976,0.00008154217,0.0005059454,0.0002597512,0.0004373323,0.0003178256],"domain_scores_gemma":[0.999325,0.00004197374,0.0001215729,0.0001501785,0.0001937748,0.0001674942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008893226,0.0002721951,0.83165,0.0003774511,0.0006683395,0.002905538,0.0002670755,0.00001440244,0.0005983228,0.002988117,0.003726769,0.1556425],"study_design_scores_gemma":[0.0008919013,0.0002117797,0.9888071,0.001423307,0.00006978099,0.0008879425,0.0004968198,0.00005663837,0.00006596315,0.000990883,0.005960125,0.0001377939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739767,0.01434112,0.0001015993,0.009979261,0.000457711,0.0002010777,0.00004683069,0.00001808291,0.0008775811],"genre_scores_gemma":[0.9961178,0.001787565,0.0005409903,0.0007515267,0.0006363867,0.000003351575,0.00001522747,0.00001086973,0.0001362326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1571571,"threshold_uncertainty_score":0.4810158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156440081013905,"score_gpt":0.2910882106018991,"score_spread":0.2795238097917601,"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."}}