{"id":"W2343598558","doi":"10.1097/prs.0000000000001398","title":"Donor-Site Hernia Repair in Abdominal Flap Breast Reconstruction","year":2015,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"DIEP flap; Medicine; Breast reconstruction; Surgery; Hernia; Rectus abdominis muscle; Abdominal Hernia; Hernia repair; Abdominal wall; Breast cancer; Mastectomy; Mammaplasty; Cancer; Internal medicine","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":[0.000955404,0.0003221692,0.0007429894,0.0006575721,0.00005845568,0.00002324447,0.00006501799,0.0001705949,0.000430754],"category_scores_gemma":[0.001119956,0.0003072098,0.0003068452,0.0004765228,0.0002546662,0.0003145823,0.00007024348,0.0003843223,0.0004360105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004387894,"about_ca_system_score_gemma":0.0005487106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003022119,"about_ca_topic_score_gemma":0.0002100697,"domain_scores_codex":[0.9975098,0.0001744972,0.000736703,0.0006335261,0.0004034417,0.0005420089],"domain_scores_gemma":[0.9978924,0.0008324691,0.0002078578,0.0003826906,0.0002392625,0.0004452559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001846614,0.0001739586,0.8451756,0.0001484559,0.0002206912,0.0005176881,0.0003259364,0.00003241406,0.0002780776,0.00008122715,0.004503393,0.146696],"study_design_scores_gemma":[0.005381544,0.0003095231,0.9516205,0.001346302,0.0004010904,0.01864293,0.003445224,0.006233138,0.0003242599,0.0009067675,0.01036063,0.001028072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867074,0.0001225464,0.0004682611,0.0002186674,0.00257602,0.0004153711,0.00006263865,0.0003071505,0.009121901],"genre_scores_gemma":[0.9945711,0.00004407659,0.004179943,0.0001239879,0.0004647881,0.00007110867,0.00003630165,0.00004743009,0.0004612793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1456679,"threshold_uncertainty_score":0.999938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02212331525973435,"score_gpt":0.241710960586999,"score_spread":0.2195876453272647,"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."}}