{"id":"W4225378600","doi":"10.1097/gox.0000000000004233","title":"The Modified Sternoplasty: A Novel Surgical Technique for Treating Mediastinitis","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Surgical site infection prevention","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Mediastinitis; Pectoralis major muscle; Rib cage; Debridement (dental); Axillary lines; Pectoralis Muscle; Cardiac surgery; Mortality rate","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":[0.00163564,0.0002641535,0.0006215209,0.0001001814,0.0009288042,0.0001438137,0.0002789831,0.00009338405,0.001466945],"category_scores_gemma":[0.00251264,0.000210059,0.0003636104,0.000683182,0.0002169067,0.0002036135,0.0005038094,0.0003385933,0.00001321691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00061076,"about_ca_system_score_gemma":0.0004357881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001598644,"about_ca_topic_score_gemma":0.00003295,"domain_scores_codex":[0.9974626,0.0002921706,0.0007125961,0.0005498472,0.0004707778,0.0005119699],"domain_scores_gemma":[0.9885752,0.01033224,0.0003729969,0.0002784405,0.000215831,0.0002252518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0198896,0.00156324,0.2992197,0.000175018,0.0016669,0.0005733548,0.0001232037,0.0005886413,0.002132312,0.03500327,0.002516636,0.6365481],"study_design_scores_gemma":[0.05915672,0.006995853,0.2902502,0.002502259,0.002959357,0.1403229,0.007558141,0.02193159,0.009299912,0.04273171,0.4102221,0.006069204],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8924911,0.0001583819,0.06356184,0.0006278943,0.0050433,0.006144691,0.001581257,0.000243403,0.03014811],"genre_scores_gemma":[0.9942566,0.00001302859,0.001676714,0.00007380371,0.0002036701,0.003272714,0.0001353182,0.00003227307,0.000335941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6304789,"threshold_uncertainty_score":0.9994459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04097291934799268,"score_gpt":0.3121663411384404,"score_spread":0.2711934217904477,"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."}}