{"id":"W2897386805","doi":"10.1097/sap.0000000000001652","title":"Vascularized Tissue Reconstruction in Previously Irradiated Sarcoma Defects","year":2018,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Sarcoma; Irradiation; Nuclear medicine; Pathology","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":[0.001105547,0.0002030592,0.0007836603,0.0006702797,0.00004339438,0.00001056354,0.00006220981,0.0001860654,0.0002490495],"category_scores_gemma":[0.002474246,0.0001918623,0.0004160031,0.0005819655,0.0003434011,0.0001604068,0.00002622204,0.0001796016,0.00004511184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002608793,"about_ca_system_score_gemma":0.0002161845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001063102,"about_ca_topic_score_gemma":0.00002462914,"domain_scores_codex":[0.9982011,0.0001948567,0.0006409425,0.0003531919,0.0002097031,0.0004001692],"domain_scores_gemma":[0.9976718,0.001284835,0.0002185359,0.0003588721,0.0003314144,0.0001345666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007725277,0.0002744126,0.795684,0.0002931872,0.0004123579,0.0001181703,0.0001025234,0.000001062179,0.08103398,0.0001276289,0.002856071,0.118324],"study_design_scores_gemma":[0.0005686508,0.0002534292,0.7439738,0.001088414,0.00008854429,0.000352827,0.00004083978,0.00003452157,0.2503032,0.0006035069,0.002447244,0.0002449722],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969189,0.0007659816,0.0004284134,0.00002765238,0.000843631,0.0003236681,0.000005953728,0.0001046477,0.0005811763],"genre_scores_gemma":[0.9985914,0.0005333939,0.0004904928,0.000116432,0.0001572047,0.00002354187,0.00002469054,0.00002724403,0.00003563249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1692693,"threshold_uncertainty_score":0.7823917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04640204837317942,"score_gpt":0.3080460714438316,"score_spread":0.2616440230706522,"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."}}