{"id":"W4409086305","doi":"","title":"PREVALENCE, PATTERN, RISK FACTORS, AND MANAGEMENT OF ABDOMINAL AND INGUINAL HERNIAS IN KING FAHAD HOSPITAL AT AL-BAHA CITY, SAUDI ARABIA 2024.","year":2025,"lang":"en","type":"article","venue":"PubMed","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; 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":[0.0003316452,0.0002272959,0.0001740076,0.0007140522,0.0004092921,0.0004257155,0.0003192654,0.0003168505,0.001351842],"category_scores_gemma":[0.0008412064,0.0002158383,0.000252611,0.0006924961,0.0002186985,0.0003755829,0.0003892786,0.0002410289,0.0001982757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007205057,"about_ca_system_score_gemma":0.0008712972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02451183,"about_ca_topic_score_gemma":0.02643314,"domain_scores_codex":[0.9996699,0.00006476291,0.00005828576,0.00004110563,0.00007350555,0.00009248811],"domain_scores_gemma":[0.999306,0.00005440213,0.0003849218,0.00001734166,0.0001011284,0.0001362677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002199621,0.0000247327,0.9985272,0.00001923602,0.00001180385,0.0001659692,0.0001300224,0.00000842252,0.0001092904,0.000007687604,0.0001149368,0.000858722],"study_design_scores_gemma":[0.00000474877,0.00007655645,0.9973036,0.00002714438,0.00001345103,0.001056471,0.001126564,0.00007359632,0.00005202327,0.000009412713,0.0002523749,0.000003987609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988367,0.0005390097,0.00002001743,0.0001101173,0.000005985884,0.000007542328,0.0002679656,0.000001826154,0.000210919],"genre_scores_gemma":[0.9990463,0.0004296487,0.0000475488,0.00004773298,0.00001073754,0.000007287791,0.0002799642,4.340239e-7,0.0001304591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02451183,"threshold_uncertainty_score":0.04873836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01232698151781808,"score_gpt":0.2417796752914952,"score_spread":0.2294526937736771,"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."}}