{"id":"W4408735753","doi":"10.1097/gox.0000000000006631","title":"Bridging Gaps in Surgical Care: Facial Trauma Management Through the Surgeons in Humanitarian Alliance for Reconstruction, Research, and Education Initiative","year":2025,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Facial Trauma and Fracture Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Medicine; Degloving; Triage; Health care; Surgery; Medical emergency","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":[0.0009190898,0.0002453817,0.0005781513,0.0002872727,0.0003261456,0.0001775373,0.000232404,0.0001163209,0.00005889184],"category_scores_gemma":[0.0005636911,0.0002122641,0.00009352241,0.001035243,0.0005486311,0.0003150251,0.000227251,0.0003708373,0.000006843973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007635127,"about_ca_system_score_gemma":0.0004340346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001386219,"about_ca_topic_score_gemma":0.003294747,"domain_scores_codex":[0.997664,0.0002657246,0.0006260387,0.0006621195,0.0002579963,0.0005240829],"domain_scores_gemma":[0.9977371,0.001527402,0.0001214883,0.0002550812,0.0002795316,0.00007941632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001197365,0.000275471,0.2452891,0.0003232605,0.0002081032,0.00009023701,0.0007941636,0.00001461281,9.826449e-7,0.09950195,0.002261506,0.6500432],"study_design_scores_gemma":[0.003406643,0.0001654774,0.8139343,0.002389614,0.0001306355,0.0001714649,0.03119729,0.00006771471,0.00005580211,0.07025598,0.07779063,0.0004344132],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7261829,0.001118024,0.0006905303,0.003299004,0.003230922,0.006005565,0.0001732029,0.00003866725,0.2592612],"genre_scores_gemma":[0.9973667,0.0001996842,0.001126659,0.0002585555,0.00008988957,0.0006713415,0.00006581528,0.0000125145,0.0002088438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6496088,"threshold_uncertainty_score":0.8655881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05985378909238547,"score_gpt":0.3636601287152899,"score_spread":0.3038063396229044,"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."}}