{"id":"W3186265174","doi":"10.1097/gox.0000000000003704","title":"Destination Design msTRAM: For Greater Reconstructive Certainty","year":2021,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Breast reconstruction; Patient satisfaction; Surgery; Mastopexy; Breast reduction; Retrospective cohort study; Mammaplasty; Plastic surgery; Breast 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001021598,0.000236488,0.0001776155,0.0003628845,0.0003436946,0.0007332981,0.0003764683,0.0003107009,0.01405646],"category_scores_gemma":[0.00252248,0.0000772737,0.0004147741,0.0002803734,0.0003611234,0.0006539851,0.0009702584,0.000596179,0.001280164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002707785,"about_ca_system_score_gemma":0.0004176793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007965007,"about_ca_topic_score_gemma":0.0002905105,"domain_scores_codex":[0.9994973,0.0001128866,0.00003820745,0.00006157604,0.0002277703,0.00006214844],"domain_scores_gemma":[0.9986129,0.0003361417,0.0004615258,0.0001885938,0.0001287121,0.0002721987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005636828,0.0004162633,0.2347982,0.0005561811,0.00008766633,0.004984629,0.001049079,0.0007354224,0.02162644,0.005796385,0.01341692,0.7159691],"study_design_scores_gemma":[0.0002437218,0.004565868,0.4329697,0.0007338885,0.0002294906,0.2886572,0.005460771,0.004905099,0.02153002,0.01384305,0.226757,0.000104106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.913122,0.004805192,0.02453983,0.006021268,0.0007959212,0.00007823764,0.000200342,0.0003979266,0.05003933],"genre_scores_gemma":[0.9756343,0.001169015,0.01303117,0.0009476925,0.0004417527,0.00002242309,0.0001373966,0.00005135105,0.008564899],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01405646,"threshold_uncertainty_score":0.04702359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06323165217502266,"score_gpt":0.3001742038136554,"score_spread":0.2369425516386328,"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."}}