{"id":"W4410951372","doi":"10.1097/gox.0000000000006810","title":"Breast Reconstruction in De Novo Metastatic Breast Cancer: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Breast cancer; Medicine; Metastatic breast cancer; Oncology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005200675,0.00107735,0.007538617,0.00608125,0.0004170358,0.001642763,0.001316505,0.001540557,0.002839883],"category_scores_gemma":[0.02031483,0.0006801125,0.007000708,0.00700113,0.0005961384,0.001354703,0.0008612489,0.0007822373,0.0001962825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001927887,"about_ca_system_score_gemma":0.006074041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005090357,"about_ca_topic_score_gemma":0.01612389,"domain_scores_codex":[0.9960995,0.001484773,0.001301036,0.0003101247,0.00066218,0.0001422458],"domain_scores_gemma":[0.9850156,0.01041693,0.003070795,0.0001854994,0.001135242,0.0001757935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002912152,0.00001940136,0.001342748,0.9552701,0.0152469,0.0001208806,0.0001005758,0.00009373251,0.0001172936,0.000100932,0.0007702704,0.02652598],"study_design_scores_gemma":[0.0005828574,0.0004877753,0.00899564,0.8193191,0.1557563,0.0007143307,0.000294467,0.0001562628,0.0002155586,0.0002409985,0.01319807,0.00003872071],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001323503,0.9980156,0.00006253812,0.000112199,0.00004611132,0.0001338743,0.0001614954,0.000003341742,0.0001412891],"genre_scores_gemma":[0.01988988,0.9789464,0.0003619897,0.0002700746,0.00005882409,0.0002616635,0.0001484368,0.000002052974,0.00006056265],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007538617,"threshold_uncertainty_score":0.02750409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03652489294580166,"score_gpt":0.3391699483176204,"score_spread":0.3026450553718187,"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."}}