{"id":"W2339957597","doi":"10.1007/bf03355337","title":"Pain after Hernia Surgery Must Be Avoided and Hopefully Treated","year":2015,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Markham Stouffville Hospital; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Abdominal surgery; Surgery; Hernia; General surgery; Hernia repair","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005818368,0.0006040924,0.001285709,0.0005616348,0.002088978,0.001205111,0.0008131434,0.004757477,0.003480575],"category_scores_gemma":[0.004733564,0.0001927133,0.0005548286,0.0002369412,0.001160523,0.001120313,0.001238035,0.004931743,0.001902902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004085006,"about_ca_system_score_gemma":0.001657098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006706233,"about_ca_topic_score_gemma":0.002373391,"domain_scores_codex":[0.9994998,0.00009166712,0.000055071,0.00003149922,0.0002172238,0.0001048122],"domain_scores_gemma":[0.9984224,0.0003386598,0.0002073949,0.00007771984,0.0003814921,0.0005723379],"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":[0.000975911,0.003488023,0.03611062,0.002517778,0.000418411,0.03690691,0.001376533,0.00118007,0.01418313,0.02618018,0.2789823,0.5976802],"study_design_scores_gemma":[0.0006440147,0.003483757,0.1545642,0.006563918,0.0004187393,0.08266009,0.004572359,0.001331959,0.00394381,0.0781829,0.6632305,0.0004037525],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1065628,0.1551781,0.01942939,0.4658859,0.06789365,0.0003067813,0.0002273403,0.0008564659,0.1836595],"genre_scores_gemma":[0.5253753,0.09787257,0.03259325,0.1418547,0.09203223,0.0004799239,0.0003708174,0.0002364907,0.1091847],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.004757477,"threshold_uncertainty_score":0.01164371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03969351960418565,"score_gpt":0.2555079518256436,"score_spread":0.215814432221458,"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."}}