{"id":"W4406465347","doi":"10.1016/j.ysur.2013.03.022","title":"10.1016/j.ysur.2013.03.022","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Inguinal hernia; Randomized controlled trial; Meta-analysis; Surgery; General surgery; Hernia; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006965054,0.001472333,0.0005642771,0.001932752,0.0008381096,0.001885991,0.0009533436,0.003056939,0.8739551],"category_scores_gemma":[0.001272839,0.0005000939,0.0006502024,0.0008194353,0.0007807911,0.002345362,0.001212748,0.001512307,0.7803624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000727193,"about_ca_system_score_gemma":0.001029894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002461372,"about_ca_topic_score_gemma":0.002246067,"domain_scores_codex":[0.9997128,0.00002320608,0.00003062006,0.00008010776,0.00007465226,0.000078615],"domain_scores_gemma":[0.9991729,0.0001580352,0.0001564002,0.00003684932,0.0001622753,0.0003135755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004623504,0.0005502966,0.01684578,0.0008784016,0.00007061761,0.001041057,0.0001628637,0.0003642119,0.0009885115,0.005112589,0.1818979,0.7916254],"study_design_scores_gemma":[0.0001517016,0.0004165498,0.02232807,0.002925725,0.0001317257,0.0134923,0.000862474,0.0008004978,0.001072994,0.008230448,0.9495072,0.00008014935],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01719785,0.02975719,0.004397145,0.01112965,0.003341696,0.000167156,0.004686923,0.002394867,0.9269275],"genre_scores_gemma":[0.04670189,0.01268939,0.004185263,0.003702556,0.001539072,0.000157017,0.003178334,0.0004645585,0.9273819],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1260449,"threshold_uncertainty_score":0.1797878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006784205359422081,"score_gpt":0.1944515258563939,"score_spread":0.1876673204969719,"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."}}