{"id":"W4281399319","doi":"10.1007/s10549-022-06626-z","title":"Breast reconstruction and quality of life five years after cancer diagnosis: VICAN French National cohort","year":2022,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Fonds de Recherche du Québec - Santé; Ligue Contre le Cancer","keywords":"Medicine; Breast cancer; Cohort; Quality of life (healthcare); Mastectomy; Socioeconomic status; Breast reconstruction; Mental health; Cohort study; Cancer; Gerontology; Demography; Internal medicine; Psychiatry; Population; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001307353,0.0007333702,0.0007073642,0.001620222,0.001199584,0.001694785,0.0009690574,0.001248044,0.002846044],"category_scores_gemma":[0.001851407,0.0005631383,0.001650466,0.002001402,0.0003106733,0.000708421,0.001053829,0.001023041,0.0004408294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004223777,"about_ca_system_score_gemma":0.002572574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4941953,"about_ca_topic_score_gemma":0.471717,"domain_scores_codex":[0.9990627,0.0002075019,0.00004832533,0.0002181298,0.000115487,0.000347818],"domain_scores_gemma":[0.9989647,0.0001179668,0.0003041686,0.00009522972,0.0002548419,0.0002631053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001777791,0.00006838728,0.9951811,0.00001701512,0.0003798477,0.0001439936,0.000267524,0.0001361772,0.0001273305,0.0001278737,0.00126095,0.002111868],"study_design_scores_gemma":[0.00001215786,0.00004673221,0.9977121,0.00003338658,0.00007652043,0.0001456685,0.0005051967,0.0001728712,0.00001620249,0.00002823025,0.001239581,0.00001132245],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918948,0.001953712,0.0001423432,0.0003818888,0.00003744597,0.0000157504,0.004105698,0.000009473642,0.001458863],"genre_scores_gemma":[0.9915096,0.0009593331,0.0001648534,0.0001798689,0.0000303244,0.00004025749,0.00481923,0.00001051401,0.002285958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4941953,"threshold_uncertainty_score":0.9826376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05271845942973064,"score_gpt":0.3620642759755856,"score_spread":0.309345816545855,"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."}}