{"id":"W132772005","doi":"10.1177/229255031101900306","title":"Delayed Two-Stage Breast Reconstruction with Implants: The Authors’ Recent Experience","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast reconstruction; Prosthesis; Surgery; Mastectomy; Implant; Amputation; Breast cancer; Stage (stratigraphy); Fistula; Reconstructive surgery; Tissue expander; Prosthesis Implantation; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003841898,0.00014946,0.0003079895,0.0003803166,0.0001850918,0.00002984069,0.00009023404,0.00007972809,0.001127574],"category_scores_gemma":[0.0001310136,0.00008853444,0.0001189471,0.0002727454,0.000356686,0.0001962296,0.000004007305,0.0003475866,0.00001315711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000143875,"about_ca_system_score_gemma":0.001964909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002729491,"about_ca_topic_score_gemma":0.005943564,"domain_scores_codex":[0.9988055,0.00007023748,0.0004560584,0.0001284048,0.0001874865,0.0003523254],"domain_scores_gemma":[0.9981287,0.0003438468,0.0003544698,0.0001475168,0.0002801202,0.000745378],"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":[0.001701619,0.00003407342,0.7175449,0.00002903617,0.0004177435,0.002059358,0.002091321,0.000010125,0.0001838552,0.0001453213,0.002109065,0.2736737],"study_design_scores_gemma":[0.0006354259,0.0001228006,0.3016004,0.0004265064,0.0001804074,0.6923011,0.003008039,0.00003643992,0.0003112077,0.00003068185,0.001176108,0.0001708522],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936712,0.0001239159,0.0005538985,0.0001382126,0.004873988,0.00007923711,0.00005133168,0.000009784491,0.0004983944],"genre_scores_gemma":[0.9991748,0.00002914017,0.0002384513,0.00004330801,0.0004092748,0.000002607104,0.00000568378,0.00001663919,0.00008008211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6902418,"threshold_uncertainty_score":0.9997855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03939556949643291,"score_gpt":0.2343718064601145,"score_spread":0.1949762369636816,"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."}}