{"id":"W4406511350","doi":"10.1016/j.ysur.2015.03.079","title":"10.1016/j.ysur.2015.03.079","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; Ascites; Hernia; Hernia repair; Surgery; General surgery","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":[0.0005720428,0.00119562,0.0004705489,0.001626309,0.0007428384,0.001757736,0.0008710527,0.00276077,0.8612658],"category_scores_gemma":[0.001234262,0.0004055202,0.000566187,0.0006961458,0.0007296851,0.002125819,0.001041057,0.001280267,0.7584515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006645987,"about_ca_system_score_gemma":0.0009877858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002122201,"about_ca_topic_score_gemma":0.001955412,"domain_scores_codex":[0.9997461,0.00002188782,0.00002835305,0.0000696147,0.00006483823,0.00006920654],"domain_scores_gemma":[0.999182,0.000152921,0.0001501989,0.00003494077,0.0001522279,0.00032771],"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":[0.0004332321,0.0004914606,0.01630591,0.0008393378,0.00006430478,0.001008619,0.0001453954,0.0003347924,0.0009254039,0.004387981,0.1915652,0.7834985],"study_design_scores_gemma":[0.0001522849,0.0004280266,0.02230912,0.002722773,0.0001224927,0.01359679,0.0008071426,0.0007656779,0.001033232,0.008300041,0.9496915,0.00007095136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01631105,0.0258641,0.004115121,0.0112915,0.003324286,0.000162792,0.003987059,0.001979087,0.932965],"genre_scores_gemma":[0.04944511,0.01197609,0.003887203,0.003556025,0.001676792,0.0001493342,0.002810352,0.000398288,0.9261009],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1387342,"threshold_uncertainty_score":0.1978875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006515321795496233,"score_gpt":0.2043527656306081,"score_spread":0.1978374438351119,"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."}}