{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000608313,0.0004452999,0.001034016,0.0001773364,0.000309048,0.0002259359,0.0001946535,0.0003054937,0.0006555478],"category_scores_gemma":[0.001381892,0.0004122402,0.0003578464,0.0006296163,0.0003924391,0.0006010787,0.0001403383,0.0002554836,0.00007373985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005330538,"about_ca_system_score_gemma":0.001713609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008324049,"about_ca_topic_score_gemma":0.00004166878,"domain_scores_codex":[0.9970438,0.0002800145,0.0007785182,0.0009256894,0.0002942283,0.0006777677],"domain_scores_gemma":[0.9955043,0.002339867,0.0003836709,0.0003536464,0.001047004,0.0003715249],"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":[0.004187967,0.0002075867,0.2702875,0.0001941598,0.001011201,0.0003141685,0.00008014405,0.00005611542,0.0004273098,0.004050971,0.002881796,0.716301],"study_design_scores_gemma":[0.01134258,0.0007184058,0.3358581,0.002284771,0.002041963,0.5585409,0.003283787,0.003318988,0.02858165,0.05015622,0.00135817,0.002514438],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9259722,0.0001041571,0.05692411,0.0004022677,0.005742222,0.002211703,0.0008461362,0.0001591911,0.007637973],"genre_scores_gemma":[0.91932,0.00001601484,0.07906507,0.0001236858,0.0004332766,0.0002561144,0.000380893,0.00004952557,0.00035541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7137866,"threshold_uncertainty_score":0.9998329,"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."}}