{"id":"W1928556404","doi":"10.1007/bf03355359","title":"Topic: Incisional Hernia — “Difficult case” as specialistic case: real loss of substance, multi recurrences, infections, fistulas, lombocel, burst abdomen, reconstruction of the entire wall","year":2015,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; St Mary's Hospital Centre","funders":"","keywords":"Medicine; Incisional hernia; Surgery; Abdominal surgery; Hernia; Abdomen; General surgery","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":[0.0003991431,0.001458658,0.001059439,0.002103318,0.001939873,0.002072849,0.001415177,0.007261059,0.007246606],"category_scores_gemma":[0.004134011,0.0004604117,0.001053127,0.001735376,0.002350179,0.004027505,0.001741802,0.003454262,0.00152664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007234353,"about_ca_system_score_gemma":0.0004259097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002464414,"about_ca_topic_score_gemma":0.0003713656,"domain_scores_codex":[0.9992155,0.0001282585,0.0001369887,0.0001958347,0.0001421185,0.0001812914],"domain_scores_gemma":[0.9985331,0.0003961328,0.0005322592,0.0001080207,0.0000850686,0.0003454017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.00006662673,0.00004073984,0.007731915,0.0005538235,0.00002134612,0.9693303,0.0004549931,0.0001963402,0.001011673,0.002284248,0.01167969,0.006628488],"study_design_scores_gemma":[0.000007953926,0.00002202524,0.001696385,0.00009645021,0.00001238083,0.9881171,0.000312479,0.0001303873,0.0002917309,0.001127466,0.008171623,0.00001410473],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5425013,0.1749793,0.02229379,0.1043576,0.02765352,0.0008048403,0.001410701,0.001039376,0.1249596],"genre_scores_gemma":[0.8869506,0.02135014,0.009687594,0.014419,0.05558407,0.0001447068,0.0003953335,0.0001311793,0.01133746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007261059,"threshold_uncertainty_score":0.02424234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03746255290190641,"score_gpt":0.3007920526550394,"score_spread":0.263329499753133,"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."}}