{"id":"W3007051496","doi":"10.1097/gox.0000000000002636","title":"Higher Distress in Patients with Breast Cancer Is Associated with Declining Breast Reconstruction","year":2020,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Dalhousie University","funders":"","keywords":"Breast reconstruction; Medicine; Breast cancer; Lumpectomy; Interquartile range; Odds ratio; Mastectomy; Logistic regression; Distress; Internal medicine; Breast surgery; Oncology; Cancer; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001656146,0.0004922168,0.001137472,0.0001432383,0.0001574638,0.0001432229,0.0002048666,0.0002372757,0.001178929],"category_scores_gemma":[0.00007899366,0.0003681338,0.000120735,0.001150563,0.0004259918,0.000835138,0.0001162316,0.0004202624,0.00002889982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005722581,"about_ca_system_score_gemma":0.000635003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006103166,"about_ca_topic_score_gemma":0.0003199242,"domain_scores_codex":[0.9971839,0.0001398051,0.0006934474,0.0008704935,0.0004852028,0.0006271757],"domain_scores_gemma":[0.9978342,0.0004068513,0.0005669447,0.0002138683,0.0004919118,0.0004862417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006242384,0.0001474724,0.8230108,0.00004034504,0.0005015795,0.00006051912,0.00004624651,0.00001272922,0.000003439721,0.00002785311,0.000208303,0.1696983],"study_design_scores_gemma":[0.005350297,0.0001659229,0.9810579,0.001821686,0.0002922714,0.01039864,0.0002223987,0.0001033619,0.0000150961,0.00004563536,0.00001720305,0.0005095765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923069,0.00002015974,0.00004544907,0.0007689631,0.001137302,0.000806536,0.003613619,0.00009145703,0.001209555],"genre_scores_gemma":[0.9986889,0.000007125888,0.0004706546,0.0002114497,0.0002023855,0.00005839929,0.000287382,0.00004550545,0.00002817802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1691888,"threshold_uncertainty_score":0.999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0203295269435796,"score_gpt":0.251995870594769,"score_spread":0.2316663436511894,"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."}}