{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004323003,0.0002155488,0.0004243689,0.0001128039,0.0001259265,0.00001581184,0.0001268687,0.000150333,0.0002758238],"category_scores_gemma":[0.000276759,0.0001575243,0.0001546145,0.0004003185,0.0002452942,0.00008995514,0.00006054306,0.0002586886,0.00004958079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002273353,"about_ca_system_score_gemma":0.0002473316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003830821,"about_ca_topic_score_gemma":0.007247899,"domain_scores_codex":[0.9980952,0.0001495111,0.0006352134,0.0003384214,0.0005336565,0.0002480116],"domain_scores_gemma":[0.9983832,0.00008774784,0.0003364263,0.0005123212,0.0004897012,0.0001905534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002126086,0.00508815,0.7348998,0.002091317,0.001232932,0.02193042,0.01259952,0.0004059632,0.001601651,0.003519174,0.04025567,0.1742493],"study_design_scores_gemma":[0.02580918,0.003710201,0.2439587,0.002538937,0.001988942,0.1463718,0.01308993,0.004438236,0.002332693,0.001257632,0.5527406,0.001763113],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920596,0.0003469619,0.0000877133,0.0002578405,0.001017488,0.000612162,0.0000827393,0.00005748067,0.005478052],"genre_scores_gemma":[0.9961049,0.0002950245,0.0005468776,0.00006849637,0.0002645417,0.00002564117,0.00002826721,0.00002119732,0.002645055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5124849,"threshold_uncertainty_score":0.6423656,"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."}}