{"id":"W2113396898","doi":"10.1186/1758-3284-1-33","title":"Salvage of failed free flaps used in head and neck reconstruction","year":2009,"lang":"en","type":"review","venue":"Head & Neck Oncology","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":208,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Salvage therapy; Surgery; Salvage surgery; Free flap; Head and neck; Thrombosis; Occlusion; Radiation therapy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006542772,0.0005069097,0.004501232,0.0008043204,0.00004416117,0.000009702757,0.000177214,0.001221441,0.0001339999],"category_scores_gemma":[0.0002797976,0.000442188,0.0006571881,0.0004871476,0.0003660388,0.0001123259,0.00009188193,0.0009984481,0.0000147095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000432381,"about_ca_system_score_gemma":0.0008318102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001408448,"about_ca_topic_score_gemma":0.0004553647,"domain_scores_codex":[0.9967602,0.0005502244,0.001387469,0.0006975772,0.0001618066,0.0004426677],"domain_scores_gemma":[0.9980182,0.0003187388,0.0006300541,0.000765421,0.000109006,0.000158571],"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":[0.00009217618,0.0001751712,0.002076275,0.005306243,0.0001751788,0.0001911555,0.00004766742,1.803354e-8,0.0001093172,0.0001221246,0.0005658254,0.9911389],"study_design_scores_gemma":[0.00220032,0.001268369,0.003095191,0.02125291,0.000724478,0.005326915,0.00003552027,0.000001191452,0.0001837144,0.0005243418,0.9650005,0.0003866222],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04953995,0.9431043,0.00002583069,0.0001023431,0.0004311136,0.001856782,0.00003511769,0.0001130012,0.00479154],"genre_scores_gemma":[0.0002932783,0.9917732,0.007209399,0.0001034905,0.0001792519,0.0001125827,0.0001058035,0.00005664671,0.0001663403],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9907522,"threshold_uncertainty_score":0.999803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05073339675249335,"score_gpt":0.3706630219085336,"score_spread":0.3199296251560402,"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."}}