{"id":"W4417500828","doi":"10.1097/gox.0000000000007333","title":"Twinning Initiative: A 7-phase Multidisciplinary Mentorship Model to Implement Deep Inferior Epigastric Perforator Flap Breast Reconstruction in New Centers","year":2025,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal","funders":"","keywords":"Breast reconstruction; Microsurgery; Mentorship; Observational study; Multidisciplinary approach; Plastic surgery","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":[0.0006806433,0.000403653,0.0009097228,0.0006066549,0.0001972691,0.0001505263,0.0002126282,0.0001412888,0.0005814775],"category_scores_gemma":[0.001048816,0.0003958304,0.0001959205,0.001705083,0.0001046756,0.0005703454,0.0003745266,0.0003162079,0.00003703584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00112565,"about_ca_system_score_gemma":0.001693971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001803828,"about_ca_topic_score_gemma":0.0002409216,"domain_scores_codex":[0.9969791,0.0001939039,0.001041459,0.0007797034,0.0003224593,0.0006833552],"domain_scores_gemma":[0.9975631,0.001095075,0.000247148,0.0002666608,0.0002183121,0.0006096963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003168566,0.0002166546,0.6796987,0.00003544306,0.0001800358,0.00006112023,0.0002549829,0.001788564,0.0000413055,0.0006928404,0.00009613651,0.3137656],"study_design_scores_gemma":[0.02207571,0.0003559582,0.8316706,0.00277803,0.0002945573,0.0006504432,0.004663877,0.1334249,0.0001775413,0.002446072,0.00051252,0.0009497567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807289,0.00005640537,0.0103814,0.0005329167,0.001124681,0.001386793,0.000196941,0.00007279107,0.005519234],"genre_scores_gemma":[0.9941199,0.00001023308,0.005178016,0.0003527097,0.00008443856,0.00008893082,0.00008813627,0.00002125463,0.00005638032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3128159,"threshold_uncertainty_score":0.9998494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05893200067994458,"score_gpt":0.3682328899171393,"score_spread":0.3093008892371947,"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."}}