{"id":"W1990634991","doi":"10.1097/01.sap.0000096447.93223.bf","title":"Deep Inferior Epigastric Artery Perforator Flaps in Head and Neck Reconstruction","year":2003,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Head and neck; Perforator flaps; Ablation; Surgery; Dissection (medical); Neck dissection; Carcinoma","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":[0.0007108937,0.0001809119,0.0006262561,0.0006016801,0.00003776668,0.00001190457,0.0000254111,0.0001366558,0.0001416619],"category_scores_gemma":[0.002121555,0.0001725152,0.0002245708,0.0004128979,0.0001807043,0.0002354646,0.00001236915,0.0001908745,0.000007322374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001662552,"about_ca_system_score_gemma":0.0001704825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001568882,"about_ca_topic_score_gemma":0.000009522431,"domain_scores_codex":[0.998593,0.0001327987,0.0005536526,0.0002801944,0.0001382545,0.0003021359],"domain_scores_gemma":[0.9982558,0.001099863,0.0001586172,0.0001992892,0.0001540527,0.0001323562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001370387,0.00008870554,0.958477,0.0001309797,0.00008303546,0.00004727244,0.00003354415,0.000002317382,0.004042283,0.0001132585,0.0002181587,0.03662643],"study_design_scores_gemma":[0.0004626075,0.0001347698,0.9557838,0.0007447193,0.00004523529,0.0009150552,0.0001751146,0.0000544832,0.04004205,0.0003765444,0.0010437,0.0002219552],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997399,0.0009712899,0.0004060845,0.00002652788,0.000512686,0.0001638635,0.000004625908,0.00003909296,0.0004767982],"genre_scores_gemma":[0.9980516,0.001172207,0.0005978423,0.00007655097,0.00004262318,0.00001822795,0.000008286804,0.00001816646,0.00001446218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03640447,"threshold_uncertainty_score":0.7034967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03583318040909274,"score_gpt":0.2776224347505603,"score_spread":0.2417892543414676,"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."}}