{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001787359,0.00137519,0.01159036,0.001022926,0.0001809322,0.0002246982,0.0007375709,0.0006106275,0.0007065365],"category_scores_gemma":[0.0007938232,0.001093966,0.001544859,0.003070912,0.0004149924,0.0006140713,0.0003755515,0.001090536,0.0001385552],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003380778,"about_ca_system_score_gemma":0.008898441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007664125,"about_ca_topic_score_gemma":0.0003489341,"domain_scores_codex":[0.9917827,0.001479685,0.00358756,0.001458614,0.0005432653,0.001148159],"domain_scores_gemma":[0.9927499,0.00324989,0.002141019,0.0008714846,0.0004508262,0.0005368771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001111784,0.00008495391,0.001213694,0.4785813,0.001120688,0.0002103669,0.000003555007,2.550321e-7,2.256063e-8,0.00008454222,0.0001912706,0.5183981],"study_design_scores_gemma":[0.0004583346,0.00001274314,0.0001913281,0.543016,0.009008406,0.4462294,0.00005136829,0.000006732651,7.218202e-8,0.0001136099,0.0003783573,0.0005336408],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001577272,0.9795032,0.00006530598,0.000109999,0.00387879,0.008320379,0.006389531,0.0001163035,0.001458764],"genre_scores_gemma":[0.00006381486,0.9960964,0.0007244552,0.00009517348,0.0002208614,0.002126631,0.0003984034,0.00007701189,0.0001972528],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5178645,"threshold_uncertainty_score":0.9998999,"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."}}