{"id":"W2400763669","doi":"10.1097/prs.0000000000000687","title":"Discussion","year":2014,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Boulevard; Suite; Family medicine; General surgery; Law; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002869007,0.0001266738,0.0003124671,0.0001596628,0.00005611646,0.00001225316,0.00003119848,0.00005231336,0.0006956267],"category_scores_gemma":[0.001391402,0.00007823636,0.0001452381,0.0001200638,0.00009265112,0.00006840913,0.00003505614,0.0001159463,0.0003036853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003773224,"about_ca_system_score_gemma":0.00006020218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006954128,"about_ca_topic_score_gemma":0.000003229819,"domain_scores_codex":[0.9990402,0.00005927706,0.000227713,0.0002526366,0.0001867075,0.0002334818],"domain_scores_gemma":[0.9985039,0.001016984,0.00006440741,0.0002050097,0.00004985544,0.000159799],"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":[0.0002954148,0.0001375354,0.3756176,0.0002073758,0.0001897033,0.00005286869,0.0001418413,0.000007377103,0.0008442546,0.001763727,0.01332472,0.6074176],"study_design_scores_gemma":[0.00189182,0.0002944247,0.7710261,0.0008998309,0.0004061421,0.0006163866,0.0008173967,0.00397107,0.002351187,0.003234187,0.213742,0.0007493599],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9197503,0.00003087288,0.0164212,0.0007403376,0.002369568,0.0002510311,0.000006302151,0.0002354919,0.06019485],"genre_scores_gemma":[0.9975448,0.00001120816,0.001009305,0.000168471,0.000249044,0.00001798737,0.00001210063,0.00001753854,0.0009696094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6066682,"threshold_uncertainty_score":0.7616625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01449242749682303,"score_gpt":0.2364172628600195,"score_spread":0.2219248353631965,"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."}}