{"id":"W3215430387","doi":"10.1097/prs.0000000000008506","title":"Direct-to-Implant Prepectoral Breast Reconstruction: Patient-Reported Outcomes","year":2021,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Resection; Breast cancer; MEDLINE; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002280983,0.0005270128,0.001301787,0.0006121675,0.0002565059,0.00008335842,0.0000743532,0.0002767059,0.001432287],"category_scores_gemma":[0.0008367481,0.0004661132,0.0005420208,0.0008468749,0.0002932508,0.0003141767,0.00009329479,0.0004296121,0.0002083411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002486836,"about_ca_system_score_gemma":0.0009655561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000620081,"about_ca_topic_score_gemma":0.00005147231,"domain_scores_codex":[0.9964051,0.0001678402,0.001145371,0.0009995521,0.0005278111,0.0007543303],"domain_scores_gemma":[0.9958991,0.001750715,0.0004287905,0.0005655885,0.0006766284,0.0006792237],"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":[0.0005338812,0.0001463647,0.5619836,0.00007390404,0.0007498089,0.001050182,0.00009492366,0.000005191109,0.001538382,0.0000399866,0.00119995,0.4325839],"study_design_scores_gemma":[0.0008108018,0.00006483871,0.3907795,0.0004751693,0.0003216877,0.5988137,0.0005700052,0.00002911005,0.007012412,0.00008648545,0.0005180024,0.0005183091],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812597,0.00009044169,0.0002443593,0.0003414018,0.01261147,0.0004092824,0.0003501514,0.0003292986,0.004363905],"genre_scores_gemma":[0.9959555,0.00001734466,0.002575627,0.0001601517,0.0005315355,0.00006698866,0.0001741383,0.00006575803,0.0004529598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5977635,"threshold_uncertainty_score":0.999779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0190724242178579,"score_gpt":0.2419529317404271,"score_spread":0.2228805075225692,"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."}}