{"id":"W4213428026","doi":"10.1097/prs.0000000000008882","title":"The Best of Chest Wall Reconstruction: Principles and Clinical Application for Complex Oncologic and Sternal Defects","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Thoracic wall; Chest pain; Sternum; Flail chest; Patient care; Structural integrity","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":[0.001228966,0.0001241845,0.0004032653,0.0001020523,0.0003750095,0.00001626768,0.00004184339,0.00007085568,0.000150594],"category_scores_gemma":[0.001465749,0.0000988178,0.0001645185,0.0001508691,0.0005587623,0.00006490017,0.00008499466,0.0002406502,0.000001989476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009766854,"about_ca_system_score_gemma":0.0001287543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001871348,"about_ca_topic_score_gemma":0.00002381034,"domain_scores_codex":[0.9984515,0.0002397207,0.000641092,0.0003256926,0.0001687638,0.0001732126],"domain_scores_gemma":[0.9879859,0.01117291,0.0004481886,0.0001402095,0.0001457734,0.0001070094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005197462,0.00008776722,0.6810651,0.00005451736,0.0001012523,0.000001793385,0.00001133155,0.000004956958,0.0003201446,0.0005235694,0.00001228919,0.3172975],"study_design_scores_gemma":[0.001311753,0.0005848759,0.979948,0.00006403097,0.0002277108,0.001935127,0.0005002322,0.002629306,0.0001484973,0.001614265,0.01088774,0.0001484087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957708,0.0001804515,0.001922697,0.0001476555,0.0008481983,0.0006623716,0.00002912994,0.00002903733,0.0004096792],"genre_scores_gemma":[0.9985001,0.0001891624,0.0008511443,0.00003408973,0.000131682,0.0002053956,0.00002226131,0.00001214192,0.00005403807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3171491,"threshold_uncertainty_score":0.4029673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07614387973265077,"score_gpt":0.3259511854518028,"score_spread":0.2498073057191521,"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."}}