{"id":"W4409040347","doi":"10.1097/sap.0000000000004289","title":"Impact of Chemotherapy and Radiation on Breast Sensation After Immediate Reconstruction","year":2025,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Medicine; DIEP flap; Breast reconstruction; Mastectomy; Surgery; Breast cancer; Sensation; Chemotherapy; Radiation therapy; Implant; Internal medicine; Cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.0001845329,0.00009924875,0.0002995235,0.0004115703,0.00001732488,0.000004482219,0.00001074963,0.00009411399,0.00006347514],"category_scores_gemma":[0.00009802046,0.0000795764,0.0001664674,0.0001888167,0.00008379151,0.0000925471,0.000003856906,0.00006704788,0.000002089417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000166278,"about_ca_system_score_gemma":0.000118719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004733143,"about_ca_topic_score_gemma":0.000001100304,"domain_scores_codex":[0.9993129,0.00003249457,0.0003112291,0.0001267486,0.0001035085,0.0001131177],"domain_scores_gemma":[0.9988767,0.0006763652,0.0001794229,0.00009057396,0.0001280552,0.00004891718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001845085,0.00005708987,0.5688164,0.00009275023,0.0001852601,0.000001459607,0.00003156992,0.000007193741,0.001312926,0.00001799251,0.0004624968,0.4271698],"study_design_scores_gemma":[0.000457825,0.00008586841,0.9942309,0.0004343423,0.00004726326,0.0008570717,0.00002745706,0.0001869031,0.003513941,0.00009341487,0.000007374728,0.00005763353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998635,0.0001249715,0.00006362671,0.0001955859,0.0007244961,0.00009076203,0.00004884038,0.00001361036,0.0001031254],"genre_scores_gemma":[0.9994246,0.0003540267,0.00001485149,0.00003807461,0.0001092455,0.000003732629,0.00002683985,0.000006488383,0.00002217236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4271121,"threshold_uncertainty_score":0.3245031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01963316360275824,"score_gpt":0.2902960832713387,"score_spread":0.2706629196685804,"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."}}