{"id":"W4377966596","doi":"10.1097/prs.0000000000010174","title":"A Safe and Efficient Technique for Pedicled TRAM Flap Breast Reconstruction","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Breast reconstruction; Rectus abdominis muscle; Surgery; Abdominal wall; Plastic surgery; Breast cancer; Cancer","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":[0.001305296,0.0004497915,0.001038814,0.001202936,0.0002975152,0.00005020086,0.00007756482,0.0003304441,0.0001635004],"category_scores_gemma":[0.00153383,0.0004260611,0.0005593788,0.0008886993,0.0007740926,0.0001897863,0.00006428464,0.0003815462,0.00003974689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001556422,"about_ca_system_score_gemma":0.0003773085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000162832,"about_ca_topic_score_gemma":0.000002882226,"domain_scores_codex":[0.9971839,0.000141899,0.0007898647,0.0008843419,0.0002807572,0.0007192036],"domain_scores_gemma":[0.9951081,0.003519118,0.0002861377,0.0003720951,0.0003930264,0.0003215389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001800455,0.0001936516,0.1398389,0.001003077,0.0008206814,0.0001421468,0.0001879148,0.00001164959,0.1683178,0.0008609227,0.001673339,0.6851494],"study_design_scores_gemma":[0.006137669,0.0007840318,0.4975947,0.005052302,0.001650645,0.1267622,0.003164265,0.004698907,0.3360557,0.009868925,0.004847488,0.003383122],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755561,0.0001319734,0.01878777,0.0001454114,0.001704292,0.001851159,0.0002475833,0.0006900562,0.0008857022],"genre_scores_gemma":[0.9831082,0.000267773,0.01478859,0.00004718544,0.0004028539,0.0009839477,0.0001376825,0.0001045715,0.0001592507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6817663,"threshold_uncertainty_score":0.9998191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01634991149810854,"score_gpt":0.2517192358199743,"score_spread":0.2353693243218657,"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."}}