{"id":"W3158437422","doi":"10.1097/gox.0000000000003282","title":"Single-stage Latissimus Dorsi Breast Reconstruction Using Spectrum Devices: Outcomes and Technique","year":2021,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Breast reconstruction; Surgery; Implant; Mastectomy; Single Center; Tissue expansion; Stage (stratigraphy); Breast cancer; Cancer","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":[0.0003771109,0.0004846075,0.001191658,0.0002378347,0.000310346,0.0002957069,0.0001468854,0.0003251568,0.0007279316],"category_scores_gemma":[0.0002630343,0.0004422873,0.0002367948,0.000733843,0.0004849837,0.0008428947,0.0002855585,0.000359062,0.00002109537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004883856,"about_ca_system_score_gemma":0.0008731332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005234877,"about_ca_topic_score_gemma":0.000414152,"domain_scores_codex":[0.9971761,0.0002104074,0.0008174846,0.0008774115,0.0003132976,0.0006053345],"domain_scores_gemma":[0.9977175,0.0007534079,0.0004589125,0.0003732954,0.0002846939,0.0004122117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0003852396,0.0001098099,0.7718984,0.0001328728,0.0003918348,0.0003288594,0.00001805305,0.000005519404,0.001651072,0.0005957983,0.00002913986,0.2244533],"study_design_scores_gemma":[0.001575785,0.00007161211,0.372111,0.001324211,0.0004553855,0.6160766,0.0008428975,0.0003442147,0.004097028,0.002090202,0.0002532235,0.0007579044],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881894,0.000160856,0.002709219,0.0002479507,0.002802605,0.0007953279,0.00064397,0.0001301516,0.004320539],"genre_scores_gemma":[0.978192,0.00002688967,0.02113074,0.00008551062,0.0002390905,0.00003127321,0.0000994957,0.00004325098,0.0001517592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6157477,"threshold_uncertainty_score":0.9998029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03728593798494582,"score_gpt":0.2855909345980784,"score_spread":0.2483049966131326,"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."}}