{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0102522,0.001642285,0.002112328,0.004663894,0.001350697,0.00358972,0.002300708,0.007420382,0.03199219],"category_scores_gemma":[0.08786772,0.0006231412,0.002076822,0.002626267,0.002118392,0.004555402,0.002927322,0.008453633,0.007548813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003757048,"about_ca_system_score_gemma":0.007890338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001396638,"about_ca_topic_score_gemma":0.00292442,"domain_scores_codex":[0.9868212,0.006244903,0.002973646,0.0004627785,0.003254892,0.00024251],"domain_scores_gemma":[0.9316797,0.03944263,0.01062494,0.001500397,0.0140399,0.002712507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003141158,0.0002529477,0.001102605,0.0997567,0.0005319444,0.0005275386,0.000187251,0.0005811936,0.0002780697,0.0162528,0.3250493,0.5551655],"study_design_scores_gemma":[0.0005380923,0.0002756529,0.003474901,0.4337058,0.0008178059,0.002004195,0.0003796848,0.0005489876,0.0004212623,0.03554514,0.5221871,0.0001014945],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009274737,0.5138257,0.008224441,0.3357661,0.06986312,0.002048751,0.001002762,0.0003074058,0.06803435],"genre_scores_gemma":[0.03438593,0.7137405,0.04082873,0.1388669,0.05347526,0.003131993,0.001470696,0.00008791188,0.01401205],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03199219,"threshold_uncertainty_score":0.1070246,"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."}}