{"id":"W2312236498","doi":"10.1097/prs.0000000000000171","title":"Direct-to-Implant Single-Stage Immediate Breast Reconstruction with Acellular Dermal Matrix","year":2014,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Breast reconstruction; Implant; Stage (stratigraphy); Mastectomy; Surgery; Breast cancer; Internal medicine; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005419953,0.0002444334,0.0002827853,0.0003975838,0.0001424302,0.0003599006,0.0002536367,0.00014898,0.00161628],"category_scores_gemma":[0.001399974,0.0001027096,0.0003559653,0.0002527483,0.0002384128,0.0001576784,0.0002559754,0.0001709003,0.0002390729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000197001,"about_ca_system_score_gemma":0.0003607841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004279293,"about_ca_topic_score_gemma":0.001173464,"domain_scores_codex":[0.9997124,0.00004623625,0.000031746,0.00003295374,0.0001251878,0.0000515812],"domain_scores_gemma":[0.9988686,0.0003340684,0.0005136423,0.00008717481,0.00008551177,0.0001108855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008303306,0.0004949258,0.9230988,0.0002300351,0.0001625087,0.001859112,0.00009996527,0.000379941,0.01522889,0.00004057222,0.0001996189,0.05737533],"study_design_scores_gemma":[0.0001086095,0.005773964,0.9277484,0.000119919,0.0001680667,0.05237674,0.000333819,0.001451811,0.01068772,0.00007798443,0.001136858,0.0000162079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989187,0.000479353,0.0003089505,0.00001762362,0.000003885855,0.00001132862,0.00002421547,0.000005029759,0.0002308913],"genre_scores_gemma":[0.9991338,0.0002503346,0.0004069799,0.00001426635,0.000009045493,0.000006631262,0.00004756598,0.000001173485,0.00013029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00161628,"threshold_uncertainty_score":0.005406976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01287837136882826,"score_gpt":0.2160960988915453,"score_spread":0.2032177275227171,"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."}}