{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002149042,0.0009387741,0.0005296029,0.002475975,0.0008055238,0.001688496,0.001098137,0.00202511,0.003799358],"category_scores_gemma":[0.004364271,0.0002870429,0.0007297237,0.00057816,0.002791977,0.002685654,0.00163816,0.003548029,0.001506562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000742464,"about_ca_system_score_gemma":0.001531524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005081272,"about_ca_topic_score_gemma":0.001698279,"domain_scores_codex":[0.9994261,0.0001927589,0.00007544322,0.00005420131,0.0002085503,0.00004304557],"domain_scores_gemma":[0.9987876,0.0004941698,0.0001483637,0.00007601374,0.0002370782,0.0002568556],"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":[0.0001116738,0.0002396315,0.009069867,0.002044617,0.00004284645,0.005006593,0.001006746,0.002215853,0.004962338,0.03008488,0.08519483,0.8600202],"study_design_scores_gemma":[0.00009309134,0.0009780562,0.02257334,0.009185838,0.0001134831,0.09439689,0.002873138,0.008185027,0.003273475,0.1144287,0.7436394,0.000259497],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02755118,0.4133595,0.2427026,0.185501,0.01757028,0.0008208533,0.0002031388,0.001280183,0.1110113],"genre_scores_gemma":[0.171324,0.3400609,0.4073109,0.02804723,0.02342883,0.0009509907,0.0001688526,0.0003517941,0.02835648],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003799358,"threshold_uncertainty_score":0.01271009,"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."}}