{"id":"W2312664921","doi":"10.1093/asj/sjw033","title":"EBM Hub Challenge","year":2016,"lang":"en","type":"letter","venue":"Aesthetic Surgery Journal","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Capsular contracture; Incidence (geometry); Breast augmentation; Contracture; Surgery; Augmentation Mammoplasty; General surgery; Internal medicine; Breast cancer; Implant; Breast reconstruction","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":[0.006135306,0.0006072894,0.0006939089,0.0009042378,0.003078857,0.003181782,0.001576931,0.02133082,0.02542083],"category_scores_gemma":[0.04120768,0.0004145871,0.0008034789,0.0007686301,0.002265312,0.004849527,0.002559435,0.02122353,0.01194527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003470504,"about_ca_system_score_gemma":0.003860551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002472301,"about_ca_topic_score_gemma":0.005344784,"domain_scores_codex":[0.9948087,0.001117878,0.0005025461,0.0005478631,0.002460906,0.0005621351],"domain_scores_gemma":[0.9809213,0.008847355,0.001040782,0.000857072,0.004855756,0.003477725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001058165,0.00001334529,0.0001910361,0.00003019708,0.000002277604,0.001015058,0.00006516583,0.00002472661,0.00005845479,0.001500174,0.9851965,0.01189251],"study_design_scores_gemma":[0.00001408928,0.00001914029,0.0004380314,0.0002328358,0.000003820836,0.002678658,0.0002350865,0.00009275067,0.00004822394,0.003255624,0.992967,0.00001478373],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005163567,0.00289211,0.000325766,0.9362429,0.05216807,0.00001208184,0.00006783443,0.00006644129,0.007708483],"genre_scores_gemma":[0.00634351,0.00289395,0.0008039282,0.8583425,0.1079222,0.00006429324,0.00008917946,0.00008239969,0.0234581],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02542083,"threshold_uncertainty_score":0.08504111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03305491659127179,"score_gpt":0.2477689473584457,"score_spread":0.2147140307671739,"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."}}