{"id":"W2078570470","doi":"10.1097/prs.0000000000000292","title":"Postmastectomy Radiation Therapy after Immediate Two-Stage Tissue Expander/Implant Breast Reconstruction","year":2014,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Capsular contracture; Implant; Breast reconstruction; Radiation therapy; Surgery; Mastectomy; Tissue expander; Stage (stratigraphy); Breast cancer; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005738046,0.0005662586,0.0009556878,0.0008214344,0.0002215656,0.00008717561,0.00009411144,0.0003218258,0.001238357],"category_scores_gemma":[0.0002032048,0.0004898052,0.0003176179,0.0004354175,0.0003719484,0.0005453122,0.00003589841,0.0005326106,0.0002556807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001999134,"about_ca_system_score_gemma":0.0003181521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001055349,"about_ca_topic_score_gemma":0.00002491362,"domain_scores_codex":[0.9968377,0.0002475748,0.0009020434,0.0008059992,0.0004475623,0.0007591202],"domain_scores_gemma":[0.996593,0.001772164,0.0005027504,0.0004212773,0.0002704489,0.0004403504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001923546,0.0000565178,0.1544367,0.00007973314,0.0002194854,0.00006069896,0.0001017887,0.000004194562,0.004733688,0.0000632727,0.000132277,0.8381881],"study_design_scores_gemma":[0.007279072,0.0003888456,0.5453272,0.000752296,0.0003146974,0.4185027,0.0005381316,0.001066936,0.02152874,0.0006060659,0.002293673,0.001401609],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878193,0.0002277294,0.001639477,0.0001853247,0.008022447,0.0005779386,0.000244136,0.0002765135,0.001007102],"genre_scores_gemma":[0.9966548,0.0001600414,0.0007308404,0.000112029,0.001737827,0.0001130045,0.0002093551,0.00008166739,0.0002004501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8367865,"threshold_uncertainty_score":0.9997554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01244132451386529,"score_gpt":0.2383809688629289,"score_spread":0.2259396443490636,"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."}}