{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002847074,0.0004555356,0.000542171,0.0004923832,0.00895672,0.005448407,0.001591321,0.07237484,0.0178507],"category_scores_gemma":[0.01615227,0.0006606458,0.0007552339,0.0004423996,0.002363806,0.00360726,0.004556194,0.03953673,0.005873198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00452697,"about_ca_system_score_gemma":0.01701994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01664436,"about_ca_topic_score_gemma":0.06186564,"domain_scores_codex":[0.995606,0.0007967136,0.0003699463,0.0002746173,0.0009212403,0.002031467],"domain_scores_gemma":[0.9934158,0.002167061,0.0004398733,0.0001805508,0.0009997439,0.002796982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005274086,0.0001261687,0.003126599,0.00005427158,0.00001271578,0.008167162,0.000704282,0.0002266083,0.0009565373,0.01949772,0.9480537,0.01902135],"study_design_scores_gemma":[0.00005801624,0.00009459468,0.003492895,0.0003316611,0.00001498965,0.007708259,0.002470521,0.000828256,0.0004126128,0.02050206,0.9640211,0.00006501112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001750196,0.0004097138,0.0002624981,0.970793,0.005314519,0.00002276473,0.00002810788,0.00002029485,0.02139895],"genre_scores_gemma":[0.01448125,0.0006650698,0.0005393622,0.9299476,0.009333526,0.00006340977,0.00002902541,0.00003742225,0.04490335],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07237484,"threshold_uncertainty_score":0.05971652,"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."}}