{"id":"W4412587070","doi":"10.32768/abc.0808731374248","title":"Patient-Reported Impact of Oncoplastic Breast Conservation Compared to Mastectomy with Reconstruction: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Archives of Breast Cancer","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mastectomy; Oncoplastic Surgery; General surgery; Medicine; Breast reconstruction; Breast cancer; Internal medicine; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001195576,0.0005632346,0.004823613,0.0006877421,0.00004851128,0.00001054142,0.0001558914,0.0001368605,0.0001625693],"category_scores_gemma":[0.00004476266,0.0003522183,0.0008818042,0.0009558558,0.0002414511,0.00008525237,0.00006024621,0.0003136563,0.000004910371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001938546,"about_ca_system_score_gemma":0.002552985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004859819,"about_ca_topic_score_gemma":0.00005269833,"domain_scores_codex":[0.9966598,0.0002438376,0.001949696,0.000478887,0.0003710087,0.0002967576],"domain_scores_gemma":[0.9961881,0.0004184966,0.002175559,0.0006321151,0.000357496,0.0002282463],"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":[0.0003186484,0.00005680894,0.0004434441,0.5404752,0.00169849,0.000009197624,0.00003364866,0.000002162779,0.000001928109,0.000003702662,0.00007934437,0.4568774],"study_design_scores_gemma":[0.0007211718,0.0001755876,0.001615555,0.8353407,0.01003681,0.1515802,0.00002928856,0.00001306279,0.000001389655,0.000004677316,0.0002143484,0.0002672232],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009284512,0.9907662,0.0001405839,0.0001025829,0.0003269124,0.0053266,0.001876479,0.00005130185,0.000480839],"genre_scores_gemma":[0.001276336,0.9967726,0.0007384749,0.00003371676,0.000098293,0.0005934805,0.0002783255,0.0000531249,0.0001555946],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4566102,"threshold_uncertainty_score":0.999893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01963741468590805,"score_gpt":0.3122017045635469,"score_spread":0.2925642898776388,"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."}}