{"id":"W2312236498","doi":"10.1097/prs.0000000000000171","title":"Direct-to-Implant Single-Stage Immediate Breast Reconstruction with Acellular Dermal Matrix","year":2014,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Breast reconstruction; Implant; Stage (stratigraphy); Mastectomy; Surgery; Breast cancer; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000512164,0.0006066483,0.001168002,0.0009144564,0.0002723527,0.00008813532,0.0001171645,0.0003030861,0.0004620313],"category_scores_gemma":[0.000295559,0.0004933804,0.000284561,0.0006675259,0.0005005716,0.0003807867,0.00005828827,0.0004891378,0.0002858874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340336,"about_ca_system_score_gemma":0.0003255424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006881342,"about_ca_topic_score_gemma":0.00004810497,"domain_scores_codex":[0.9966018,0.0002043346,0.0008246271,0.0009230925,0.0005157281,0.0009303935],"domain_scores_gemma":[0.9961265,0.001910073,0.0004415883,0.0004596266,0.0003261368,0.0007360475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.00388808,0.0002400478,0.2238136,0.000375937,0.0006681695,0.0003448355,0.0001818453,0.0001032507,0.01747919,0.0002257833,0.0005655953,0.7521136],"study_design_scores_gemma":[0.003816682,0.0007330519,0.1288327,0.002077744,0.0008506175,0.8241915,0.001017594,0.001593963,0.03229858,0.0001181925,0.002620149,0.001849245],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842412,0.00005259035,0.006289204,0.0002079012,0.004924987,0.0005457115,0.0002787703,0.0003307252,0.003128925],"genre_scores_gemma":[0.9937843,0.0000128977,0.004251875,0.0000714806,0.001098236,0.0000546738,0.0001492538,0.00009772146,0.0004795556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8238467,"threshold_uncertainty_score":0.9997518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01287837136882826,"score_gpt":0.2160960988915453,"score_spread":0.2032177275227171,"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."}}