{"id":"W2082509622","doi":"10.1016/j.cps.2006.11.007","title":"Partial Mastectomy Reconstruction","year":2007,"lang":"en","type":"review","venue":"Clinics in Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"Grey Nuns Community Hospital","funders":"","keywords":"Quadrantectomy; Medicine; Lumpectomy; Mastectomy; Breast cancer; Total Mastectomy; Breast reconstruction; Radiation therapy; Surgery; 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":[0.001100996,0.0004208689,0.002657299,0.001130508,0.00004559309,0.00002050958,0.00007415895,0.001061043,0.0002572274],"category_scores_gemma":[0.00111512,0.000341584,0.000845602,0.0006469997,0.0001760574,0.0000729661,0.00003561615,0.001206436,0.000322559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001912697,"about_ca_system_score_gemma":0.0009668989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004033037,"about_ca_topic_score_gemma":0.000005627423,"domain_scores_codex":[0.9966779,0.0001489713,0.001915418,0.0005337046,0.0002504879,0.0004735495],"domain_scores_gemma":[0.9881922,0.01058631,0.0006258289,0.0003321345,0.00006776001,0.0001957429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007745939,0.00006083602,0.002085322,0.00548799,0.0001095165,0.0002525754,0.000003664821,1.491496e-7,1.146474e-8,0.00001508428,0.0003707734,0.9915366],"study_design_scores_gemma":[0.0004128045,0.0000331485,0.0002348371,0.03782354,0.0008823982,0.09685811,0.0000226698,0.00003047225,4.463055e-7,0.00002693106,0.8632603,0.0004143883],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002070173,0.9702142,0.00007846799,0.000004673533,0.02645718,0.0004235847,0.00003378897,0.00009834153,0.0006195699],"genre_scores_gemma":[0.0001089757,0.9974737,0.0001626602,0.00001026428,0.00182955,0.00003610538,0.0001741129,0.00006558072,0.0001390421],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9911222,"threshold_uncertainty_score":0.9999036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.140903677982982,"score_gpt":0.3847337555850205,"score_spread":0.2438300776020385,"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."}}