{"id":"W912685811","doi":"10.1007/s00464-015-4309-4","title":"Raising the quality of hernia care: Is there a need?","year":2015,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Hernia repair and management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Teamwork; Hernia; Health care; Patient satisfaction; Patient education; Hernia repair; General surgery; Family medicine; Nursing","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":[0.0371584,0.0009303617,0.003154363,0.002662956,0.006242687,0.02173313,0.004039973,0.01787237,0.02744747],"category_scores_gemma":[0.1497015,0.0007979395,0.001824795,0.003361832,0.011482,0.02370006,0.01026695,0.02384566,0.003250937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009494167,"about_ca_system_score_gemma":0.03615066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008555818,"about_ca_topic_score_gemma":0.01797127,"domain_scores_codex":[0.9794072,0.009295067,0.001714144,0.001001386,0.005464845,0.003117391],"domain_scores_gemma":[0.7582853,0.09994552,0.02285681,0.005122908,0.04735235,0.06643707],"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":[0.0005608275,0.001115452,0.02432818,0.006709698,0.0004839054,0.0005814074,0.002536498,0.0004352458,0.0004326292,0.04360647,0.4252381,0.4939716],"study_design_scores_gemma":[0.0007311525,0.001741838,0.1054006,0.04387181,0.0009100199,0.001864458,0.03782203,0.001319686,0.000620804,0.134808,0.6700651,0.0008444826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001392102,0.03608697,0.000353471,0.954538,0.004687578,0.00001426282,0.0000400018,0.00003632725,0.002851379],"genre_scores_gemma":[0.1983498,0.2038411,0.008393679,0.5182702,0.06767628,0.0002348727,0.0003240093,0.000140474,0.002769724],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0371584,"threshold_uncertainty_score":0.1965147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08114691450888084,"score_gpt":0.3760000224917966,"score_spread":0.2948531079829158,"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."}}