{"id":"W4367309623","doi":"10.1016/j.sopen.2023.04.009","title":"Spigelian hernias: A high volume institutional review","year":2023,"lang":"en","type":"article","venue":"Surgery Open Science","topic":"Hernia repair and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Spigelian hernia; Medicine; Hernia; Context (archaeology); General surgery; Incidence (geometry); Ventral hernia; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003675286,0.00009135187,0.0002863512,0.0002155299,0.0002565853,0.00009629683,0.0005267996,0.00001898508,0.00115602],"category_scores_gemma":[0.0007950118,0.00007262974,0.0000763095,0.002253909,0.0003145167,0.0004308417,0.0005996614,0.00007664283,0.004190619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000775397,"about_ca_system_score_gemma":0.001001328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003326346,"about_ca_topic_score_gemma":0.00001783437,"domain_scores_codex":[0.9982598,0.00002809485,0.0002520908,0.0004073402,0.0006975567,0.000355109],"domain_scores_gemma":[0.9990968,0.00004380189,0.00005143366,0.0004661673,0.0001234599,0.0002183022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004417366,0.0001559095,0.07666425,0.001177559,0.00003435334,0.0007923629,0.00008590328,0.00003194953,0.0009827932,0.002478864,0.7975533,0.1199986],"study_design_scores_gemma":[0.000132757,0.00002262542,0.1969603,0.001209511,0.00001936685,0.00003058381,0.00001993512,0.0002079574,0.00008183389,0.00008182701,0.801122,0.0001113282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7747663,0.002403321,0.0001982118,0.06939206,0.002519911,0.003143617,0.00002915187,0.0006733038,0.1468741],"genre_scores_gemma":[0.9451168,0.005432852,0.0008018743,0.01795904,0.000147422,0.0001822924,0.00004974641,0.00001725056,0.0302927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1703505,"threshold_uncertainty_score":0.9997571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06422568852716218,"score_gpt":0.3559470038467803,"score_spread":0.2917213153196181,"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."}}