{"id":"W1969174385","doi":"10.1186/1749-8090-6-63","title":"Sternal plate fixation for sternal wound reconstruction: initial experience (Retrospective study)","year":2011,"lang":"en","type":"article","venue":"Journal of Cardiothoracic Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Surgery; Median sternotomy; Mediastinitis; Retrospective cohort study; Wound dehiscence; Dehiscence; Nonunion; Soft tissue; Cardiac surgery; Fixation (population genetics); Sternum; Debridement (dental)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001794983,0.0001805993,0.000736333,0.0004350056,0.0001110631,0.00004699191,0.00007427806,0.0001206856,0.001028756],"category_scores_gemma":[0.0005750447,0.0001549239,0.0007638314,0.0002842406,0.00008624385,0.0006863689,0.00002150277,0.0003430177,0.00000861134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002660533,"about_ca_system_score_gemma":0.0001757012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001673265,"about_ca_topic_score_gemma":0.000002298938,"domain_scores_codex":[0.9976606,0.00022892,0.00101891,0.0002232882,0.0006340418,0.0002341889],"domain_scores_gemma":[0.9975471,0.0002887431,0.0009240061,0.0001883817,0.0008476828,0.0002040351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004000839,0.0003433881,0.846966,0.00003622454,0.000652274,0.0003772072,0.001288735,0.000006072593,0.0004451498,0.0000107449,0.0000868378,0.1457865],"study_design_scores_gemma":[0.002277982,0.001199932,0.9771881,0.0003309401,0.0005317456,0.009693385,0.001516326,0.0000345594,0.00528684,0.0005051919,0.001187698,0.0002473576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721784,0.0001564664,0.02159567,0.00002721545,0.00408506,0.0004276668,0.000005155108,0.00003053869,0.001493816],"genre_scores_gemma":[0.9968542,0.00003755485,0.001141328,0.00004845799,0.00171894,0.00002732482,0.000001863297,0.00002545286,0.0001448044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1455391,"threshold_uncertainty_score":0.9998844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08654776276204881,"score_gpt":0.3567518607648805,"score_spread":0.2702040980028316,"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."}}