{"id":"W4310425004","doi":"10.1016/j.jss.2022.11.002","title":"Immediate Breast Reconstruction Using the Autologous Dermal Flap","year":2022,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Breast reconstruction; Mastectomy; Surgery; Breast cancer; Implant; Ptosis; Prophylactic Mastectomy; Mastopexy; Mammaplasty; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003085477,0.00007602978,0.0002516912,0.0003585235,0.0005791803,0.00003181177,0.0001577135,0.00006476649,0.001018221],"category_scores_gemma":[0.00004084064,0.00004499439,0.0001768525,0.0005153196,0.0003101869,0.0001134402,0.0001197111,0.001808208,0.000008260074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002585993,"about_ca_system_score_gemma":0.000537838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000314426,"about_ca_topic_score_gemma":0.000001093909,"domain_scores_codex":[0.9974041,0.0005726072,0.0004242262,0.0001120352,0.00113507,0.0003519467],"domain_scores_gemma":[0.998713,0.0003699078,0.0001783697,0.0001228711,0.0004199178,0.0001959192],"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":[0.003892206,0.0001968773,0.01657667,0.00003576593,0.0001862682,0.00327135,0.0002135756,0.0001661821,0.003972699,0.000297223,0.001324925,0.9698663],"study_design_scores_gemma":[0.001510769,0.0002660583,0.008806302,0.0000461071,0.00003903687,0.9825203,0.001237605,0.001158545,0.0002450978,0.0003376473,0.003779906,0.00005256384],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916876,0.0004025463,0.00002306035,0.006075548,0.0009983208,0.0001287649,0.000008316296,0.000007872165,0.0006679826],"genre_scores_gemma":[0.9983349,0.00008578293,0.0002155128,0.00001605933,0.001093169,0.000002900551,0.000001928998,0.00001086089,0.0002388187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.979249,"threshold_uncertainty_score":0.999895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08554482395648387,"score_gpt":0.3788734747762879,"score_spread":0.293328650819804,"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."}}