{"id":"W4318620181","doi":"10.7759/cureus.34441","title":"Robotic Ventral Transabdominal Preperitoneal Repair of Uncomplicated Spigelian Hernia","year":2023,"lang":"en","type":"article","venue":"Cureus","topic":"Hernia repair and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Spigelian hernia; Medicine; Fascia; Ventral hernia; Surgery; Hernia; 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":[0.0002336613,0.0007912453,0.0006081281,0.000950725,0.0008393679,0.0006029501,0.0006167564,0.001165386,0.0009611148],"category_scores_gemma":[0.001420941,0.0002838958,0.0006923952,0.000471136,0.0007171862,0.0008820069,0.000714902,0.001193772,0.0003135632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004246184,"about_ca_system_score_gemma":0.0004403504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003687684,"about_ca_topic_score_gemma":0.0008230252,"domain_scores_codex":[0.9997674,0.00003472356,0.00003126055,0.00004045076,0.00004743319,0.00007883251],"domain_scores_gemma":[0.999548,0.00009295057,0.0001445411,0.00003412766,0.00001592265,0.0001643418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0000541442,0.00007720075,0.01768158,0.0000710774,0.0000256147,0.9673436,0.0001768782,0.0002155299,0.002206409,0.0002611324,0.0003615714,0.0115253],"study_design_scores_gemma":[0.000007546067,0.0001850958,0.007725729,0.0000192757,0.000008543462,0.9905834,0.0001121359,0.0002321226,0.0004360853,0.00008293273,0.000597945,0.000009080376],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754598,0.008821945,0.00578943,0.001886321,0.0004197326,0.00008239473,0.00007112291,0.0001895103,0.007279618],"genre_scores_gemma":[0.9943979,0.001918575,0.001838094,0.0004257308,0.0004041122,0.00001900101,0.00005039631,0.00001437172,0.0009318519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001165386,"threshold_uncertainty_score":0.003215253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02932750018228746,"score_gpt":0.3005717711314724,"score_spread":0.271244270949185,"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."}}