{"id":"W4412048018","doi":"10.6026/973206300211217","title":"Insights into incisional hernia: Factors, symptoms and treatment options","year":2025,"lang":"en","type":"article","venue":"Bioinformation","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CARE Canada","funders":"","keywords":"Medicine; Incisional hernia; Wound dehiscence; Hernia; Dehiscence; General surgery; Surgery; Intensive care medicine","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":[0.0006142816,0.0003489078,0.0004041768,0.001443746,0.0003352341,0.000900387,0.0002193065,0.0003608378,0.007044948],"category_scores_gemma":[0.002625607,0.0001321165,0.0003143085,0.001019582,0.0003550798,0.001729096,0.0005140388,0.0007531382,0.0005670313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002668315,"about_ca_system_score_gemma":0.000526437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001020402,"about_ca_topic_score_gemma":0.002304182,"domain_scores_codex":[0.9997312,0.0001061071,0.00003730666,0.00002305835,0.00005159935,0.00005066057],"domain_scores_gemma":[0.9988499,0.0003873441,0.0003562322,0.00002850215,0.0001306967,0.0002472592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001308438,0.0001613101,0.9514496,0.0002235001,0.00002578849,0.001346243,0.00106092,0.0001097091,0.0006884903,0.0004665952,0.0008748048,0.04346209],"study_design_scores_gemma":[0.000008218035,0.0003374059,0.9696693,0.0003882503,0.00004827618,0.00952684,0.01142377,0.0003705152,0.0002733446,0.002280177,0.005643062,0.00003088409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644131,0.01925022,0.001390526,0.006906235,0.0001036499,0.00004368998,0.0007071734,0.00002573705,0.007159548],"genre_scores_gemma":[0.9925475,0.004957126,0.0009187435,0.000336248,0.0001149262,0.00001181865,0.0003393259,0.000005245,0.000769099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007044948,"threshold_uncertainty_score":0.02356768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057555258264829,"score_gpt":0.2667024080422669,"score_spread":0.2561268554596186,"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."}}