{"id":"W1488544666","doi":"10.1002/cncr.24510","title":"Breast reconstructive surgery in medically underserved women with breast cancer","year":2009,"lang":"en","type":"article","venue":"Cancer","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Cancer Institute","keywords":"Medicine; Breast cancer; Mastectomy; Reconstructive surgery; Medicaid; Family medicine; Logistic regression; Multivariate analysis; Cancer; Surgery; Health care; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000149601,0.0001876655,0.0004413311,0.0001919992,0.00004744602,0.0000140413,0.00005632652,0.0001404335,0.001599903],"category_scores_gemma":[0.000003561711,0.0001357714,0.00005023689,0.0003921861,0.0001810224,0.0001589789,0.000008151568,0.0002851633,0.00000922436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006014656,"about_ca_system_score_gemma":0.000870457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005128392,"about_ca_topic_score_gemma":0.0006906182,"domain_scores_codex":[0.9987169,0.00003390791,0.0002687214,0.0003090756,0.0002321493,0.0004392573],"domain_scores_gemma":[0.9993108,0.00004443347,0.0001088904,0.0001580263,0.0001173423,0.0002605119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0017421,0.00006471774,0.2273856,0.00004409362,0.00009674449,0.00007810727,0.0002683644,0.000006701215,0.0002126536,0.00003032185,0.0007433954,0.7693272],"study_design_scores_gemma":[0.001845339,0.00005535458,0.9429696,0.0008415067,0.00005101373,0.05289003,0.0006826582,0.00003443935,0.0001035021,0.0001892286,0.0001081169,0.0002291642],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992442,0.0002576344,0.00001755169,0.005411834,0.0004779395,0.0002171953,0.0001064091,0.00006418191,0.001005222],"genre_scores_gemma":[0.9982632,0.0002144313,0.0000756908,0.0005237656,0.0005257729,0.00007111424,0.00001249368,0.00001848417,0.0002950955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7690981,"threshold_uncertainty_score":0.9993128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01680997514309956,"score_gpt":0.2521369776804697,"score_spread":0.2353270025373701,"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."}}