{"id":"W2333349975","doi":"10.1097/prs.0b013e318221bca3","title":"Discussion","year":2011,"lang":"en","type":"letter","venue":"Plastic & Reconstructive Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Reconstructive surgery; Medicine; Family medicine; Surgery","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":["insufficient_payload"],"category_scores_codex":[0.0002211006,0.000454565,0.001001354,0.0005367539,0.00007151259,0.00002299393,0.00009967581,0.0006493253,0.004042369],"category_scores_gemma":[0.0008054991,0.0002880734,0.0005379406,0.0001648296,0.0002295601,0.00008763313,0.00009756515,0.001451751,0.0009228258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001298304,"about_ca_system_score_gemma":0.0003320466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003086171,"about_ca_topic_score_gemma":0.000002865058,"domain_scores_codex":[0.9976771,0.0001138009,0.0005359047,0.0006721686,0.0004351887,0.0005658399],"domain_scores_gemma":[0.9975817,0.001357796,0.0002651474,0.0005227076,0.0001166928,0.0001560131],"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":[0.00009977414,0.00003642183,0.008050242,0.000543433,0.0004140083,0.001819004,0.00006472226,6.391224e-8,0.000007593313,0.00001263429,0.9567534,0.03219865],"study_design_scores_gemma":[0.0002903913,0.00006432153,0.006096129,0.001006094,0.0005395485,0.000606784,0.00006978893,0.00001233466,0.00005750875,0.0003706516,0.9904239,0.0004625607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02318128,0.0008195163,0.004658248,0.5908617,0.04388167,0.003687557,0.0005597938,0.001905502,0.3304447],"genre_scores_gemma":[0.03370249,0.0006282771,0.004712246,0.8451506,0.02774665,0.0006652831,0.002767789,0.0008095574,0.08381706],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2542889,"threshold_uncertainty_score":0.9999571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02834350062180609,"score_gpt":0.2366464824031133,"score_spread":0.2083029817813072,"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."}}