{"id":"W4406441927","doi":"10.1016/j.ysur.2014.03.077","title":"10.1016/j.ysur.2014.03.077","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hernia repair and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Ventral hernia; Hernia; Contamination; General surgery; Surgery; Ecology","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":[0.0006126497,0.001296661,0.0005054585,0.001809553,0.0007689394,0.001824125,0.0009239603,0.002935927,0.8717844],"category_scores_gemma":[0.001354698,0.0004492007,0.0006178534,0.0007782814,0.0007618712,0.002200973,0.001107449,0.001401363,0.7808511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006947287,"about_ca_system_score_gemma":0.001007101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002242448,"about_ca_topic_score_gemma":0.002015175,"domain_scores_codex":[0.9997178,0.00002432587,0.00003053791,0.0000781456,0.00007539258,0.00007375231],"domain_scores_gemma":[0.9990771,0.0001796225,0.0001678457,0.00004145679,0.0001821955,0.0003518009],"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":[0.0004219524,0.0005031999,0.01417172,0.0008178091,0.00006373852,0.0008606117,0.0001402905,0.0003313149,0.0009318659,0.004342774,0.1856496,0.7917652],"study_design_scores_gemma":[0.000146863,0.0004268118,0.020497,0.002666141,0.0001252406,0.01254183,0.0007315324,0.0007022503,0.0009878692,0.007821071,0.9532802,0.00007329531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01469105,0.02592388,0.00408897,0.01017076,0.003149391,0.0001647426,0.00406663,0.002087551,0.935657],"genre_scores_gemma":[0.04262016,0.01166156,0.003967484,0.003538016,0.0015652,0.0001515676,0.002940627,0.0004507448,0.9331046],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1282156,"threshold_uncertainty_score":0.1828839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005933621086541566,"score_gpt":0.1935734211314925,"score_spread":0.1876398000449509,"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."}}