{"id":"W4406572375","doi":"10.1016/s2211-0666(21)42835-5","title":"10.1016/s2211-0666(21)42835-5","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":"Gynecology; 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":[0.001180209,0.002931734,0.001774383,0.003198077,0.002275981,0.003190842,0.00329218,0.005118013,0.9895643],"category_scores_gemma":[0.001716222,0.0008995116,0.001731749,0.002482809,0.001653315,0.004974385,0.003555554,0.002755922,0.9909246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00101351,"about_ca_system_score_gemma":0.00112509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003227259,"about_ca_topic_score_gemma":0.003117257,"domain_scores_codex":[0.9991924,0.0000653765,0.00008334164,0.0002492161,0.0002230372,0.0001866576],"domain_scores_gemma":[0.9975858,0.000605933,0.0001643941,0.0002323228,0.0004700517,0.0009414739],"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":[0.0004112514,0.0003252664,0.00120203,0.0007563868,0.0000440157,0.0003355285,0.0001014727,0.0004428511,0.001715636,0.004684641,0.3007975,0.6891834],"study_design_scores_gemma":[0.00007562088,0.0001836865,0.001096957,0.0004665181,0.00001773669,0.000644549,0.0001150114,0.0001838467,0.000403577,0.0006921824,0.9960914,0.00002879888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005029398,0.0005546314,0.0005835389,0.000394006,0.0003701573,0.0001116674,0.0006097491,0.0006909002,0.9961825],"genre_scores_gemma":[0.0006844238,0.0002964382,0.0004314742,0.0002740269,0.0001206678,0.00006462551,0.0004277161,0.0001468672,0.9975538],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0104357,"threshold_uncertainty_score":0.01488519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005874133643455725,"score_gpt":0.1903884480152118,"score_spread":0.1845143143717561,"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."}}