{"id":"W2315725970","doi":"10.1097/prs.0b013e3182589ea9","title":"Late Seromas after Breast Implants","year":2012,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"Georgetown Hospital; University of Toronto","funders":"","keywords":"Seroma; Medicine; Surgery; Implant; Malignancy; Mastectomy; Complication; Breast cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000693164,0.0004265284,0.0003694487,0.0007782558,0.0003288908,0.0007540855,0.0002810409,0.0003156101,0.001644918],"category_scores_gemma":[0.003616386,0.0001712104,0.0004466158,0.0004953756,0.0005156634,0.000343072,0.0005523149,0.0005553579,0.0003635703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002951549,"about_ca_system_score_gemma":0.0003163431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003036321,"about_ca_topic_score_gemma":0.0002712462,"domain_scores_codex":[0.9996328,0.00006744194,0.00005174293,0.00004300687,0.0001073495,0.00009757538],"domain_scores_gemma":[0.9948102,0.001344249,0.002873209,0.0002733165,0.00029408,0.000404907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00105003,0.000144875,0.8734367,0.0003924371,0.00009279967,0.05938546,0.000536311,0.0002937138,0.01142019,0.0001700952,0.0004884902,0.05258878],"study_design_scores_gemma":[0.00006933873,0.002098501,0.4646689,0.000329513,0.0001756121,0.5084836,0.0006885831,0.000671447,0.01652073,0.0002186298,0.006048827,0.00002636695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924694,0.005123477,0.001086083,0.00005816336,0.00002973273,0.00002442063,0.00003930069,0.00004161075,0.001127842],"genre_scores_gemma":[0.9983398,0.0008800385,0.000340839,0.00005937715,0.00003901348,0.000006712382,0.00005247871,0.000007599122,0.0002740577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001644918,"threshold_uncertainty_score":0.00550276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01652498492696225,"score_gpt":0.2316180412037261,"score_spread":0.2150930562767638,"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."}}