{"id":"W3009178484","doi":"10.21037/gs.2020.02.13","title":"Achieving consistent and equitable access to post mastectomy breast reconstruction","year":2020,"lang":"en","type":"letter","venue":"Gland Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Mastectomy; Breast reconstruction; Breast cancer; Bioinformatics; General surgery; World Wide Web; Internal medicine; Cancer; Computer science; Biology","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":[0.0001901575,0.0003645011,0.0009378566,0.0004511731,0.0001730478,0.0002034691,0.00008258238,0.0004953539,0.0002673744],"category_scores_gemma":[0.00005225189,0.0002981882,0.0002208666,0.0002488616,0.00009931444,0.0002265039,0.0001481879,0.001020105,0.00006872295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007446959,"about_ca_system_score_gemma":0.0002508014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001271194,"about_ca_topic_score_gemma":0.00001279717,"domain_scores_codex":[0.9980211,0.00008527769,0.0004892935,0.0005700823,0.0002928603,0.0005413493],"domain_scores_gemma":[0.998843,0.0002834334,0.0001987552,0.0002470063,0.0001578211,0.0002699766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"case_report","study_design_scores_codex":[0.000315461,0.00001037961,0.07907553,0.0009152006,0.0002190996,0.001003791,0.00002896692,1.327359e-7,0.0001803763,8.150164e-7,0.6023742,0.3158761],"study_design_scores_gemma":[0.001031496,0.00009356767,0.05833431,0.002514509,0.0006154904,0.6768894,0.0001168448,0.0000165658,0.00008219805,0.00002697475,0.259382,0.0008966555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.342181,0.0003117569,0.00004868895,0.6518306,0.003353502,0.0005776461,0.0004028359,0.0001746733,0.001119367],"genre_scores_gemma":[0.1671998,0.0003157789,0.0007253696,0.8003755,0.02429072,0.0001263683,0.003568697,0.0002707203,0.003127069],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6758856,"threshold_uncertainty_score":0.999947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03464876218583891,"score_gpt":0.2495108677581063,"score_spread":0.2148621055722674,"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."}}