{"id":"W4391683688","doi":"10.3390/jcm13041005","title":"Are Surgeons Going to Be Left Holding the Bag? Incisional Hernia Repair and Intra-Peritoneal Non-Absorbable Mesh Implant Complications","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Hernia repair and management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University; Dalhousie University; St. Michael's Hospital; University of Calgary","funders":"","keywords":"Medicine; Incisional hernia; Implant; Surgery; Hernia; Surgical mesh; 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":[0.002808795,0.000212794,0.0004698869,0.0006597064,0.00195948,0.002451964,0.0006761421,0.002901661,0.01566268],"category_scores_gemma":[0.02836632,0.0002188843,0.0005415249,0.0009391772,0.002163552,0.003646746,0.0008520319,0.003683075,0.002184985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009787733,"about_ca_system_score_gemma":0.003276078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002651445,"about_ca_topic_score_gemma":0.003725885,"domain_scores_codex":[0.9969875,0.001061061,0.0003073175,0.0002461487,0.0008765197,0.0005214484],"domain_scores_gemma":[0.9857745,0.004204154,0.005466511,0.0002775837,0.001710668,0.002566648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006797001,0.0004459085,0.2955815,0.002178008,0.0001991565,0.01322236,0.006868444,0.000204026,0.0006605828,0.01022057,0.2483299,0.4214098],"study_design_scores_gemma":[0.0001445747,0.001062027,0.2733579,0.01818764,0.0003927656,0.1357679,0.08617283,0.0004947883,0.0009399377,0.03351368,0.4494969,0.0004690507],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1692573,0.1234559,0.002342755,0.6503137,0.01317321,0.000059913,0.0005017957,0.0001214881,0.04077397],"genre_scores_gemma":[0.7416472,0.1222605,0.001804504,0.1104013,0.01315444,0.00007424581,0.0004306554,0.000108375,0.01011877],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01566268,"threshold_uncertainty_score":0.05239683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08491667884346496,"score_gpt":0.4202547002836431,"score_spread":0.3353380214401782,"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."}}