{"id":"W1924560490","doi":"10.1016/j.ijrobp.2015.07.2266","title":"Report on the Clinical Outcomes of Permanent Breast Seed Implant for Early-Stage Breast Cancers","year":2015,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; Health Sciences Centre; BC Cancer Agency; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Lumpectomy; Ductal carcinoma; Breast-conserving surgery; Seroma; Breast cancer; Surgery; Mastectomy; Cohort; Internal medicine; Cancer; Complication","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":[],"consensus_categories":[],"category_scores_codex":[0.001250628,0.0001608241,0.0005562525,0.0001144149,0.00004875344,0.00001286843,0.0002456488,0.0002144905,0.00002198772],"category_scores_gemma":[0.0001938082,0.0001006859,0.000381601,0.00007403773,0.0002462585,0.0001211736,0.00003244889,0.0004054992,0.000009007499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000529075,"about_ca_system_score_gemma":0.001103883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009504133,"about_ca_topic_score_gemma":0.00001112984,"domain_scores_codex":[0.9980935,0.0001652926,0.001073808,0.0001785474,0.0003106797,0.0001781453],"domain_scores_gemma":[0.9963063,0.0006074418,0.001662574,0.0001605402,0.001098503,0.0001646219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00187495,0.0003044119,0.9030606,0.000005913882,0.001052501,0.0000741081,0.0001706325,0.0001206625,0.0001337085,0.00424977,0.002171961,0.08678079],"study_design_scores_gemma":[0.008451151,0.001647043,0.8976049,0.00007989319,0.0002882203,0.07981716,0.0002481543,0.0006114293,0.0003477972,0.002641001,0.008093188,0.0001700141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845691,0.00003358591,0.001424252,0.006922469,0.00593031,0.0003127285,0.0004219658,0.00001751073,0.0003680873],"genre_scores_gemma":[0.9958736,0.00005268797,0.0006011551,0.0004931748,0.002668254,0.000009837851,0.0001245848,0.00001799173,0.0001587489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08661077,"threshold_uncertainty_score":0.4105853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05101939250414494,"score_gpt":0.3788801159800422,"score_spread":0.3278607234758973,"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."}}