{"id":"W2729223013","doi":"10.1097/prs.0000000000003472","title":"Evidence-Based Medicine: Alloplastic Breast Reconstruction","year":2017,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Breast reconstruction; Certification; Medicine; Competence (human resources); Implant; Medical physics; Breast implant; Maintenance of Certification; Patient care; Surgery; Psychology; Nursing; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007333216,0.0005259224,0.001119237,0.0007290883,0.0009218983,0.0001461437,0.0002525166,0.0003463404,0.001806998],"category_scores_gemma":[0.00379698,0.0004321174,0.0003797465,0.0002264641,0.002193065,0.001087141,0.0000692853,0.0005879476,0.0002399151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002470605,"about_ca_system_score_gemma":0.0009433107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000168871,"about_ca_topic_score_gemma":0.0000289124,"domain_scores_codex":[0.9968426,0.0001491729,0.0009022541,0.0008334899,0.0005825533,0.000689881],"domain_scores_gemma":[0.9922116,0.004870535,0.0009365273,0.0009252306,0.0005315015,0.0005245847],"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":[0.001171084,0.00005186909,0.4065496,0.0002072799,0.0002172897,0.0001272616,0.00002570432,0.000005119722,0.001520812,0.0001927027,0.0006177634,0.5893135],"study_design_scores_gemma":[0.001909885,0.0001652804,0.7654603,0.007515744,0.0006008454,0.2200564,0.0002435344,0.001292056,0.001277762,0.0007273602,0.0001039476,0.0006469731],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790114,0.000309982,0.001731895,0.00133662,0.01346969,0.0004480566,0.00007012325,0.0002478312,0.003374435],"genre_scores_gemma":[0.9956512,0.0001110475,0.001912846,0.00005707984,0.001939038,0.00004761858,0.00003952945,0.0000584471,0.0001832266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5886665,"threshold_uncertainty_score":0.9998131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05449274949909703,"score_gpt":0.2759626272423614,"score_spread":0.2214698777432643,"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."}}