{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001859574,0.0001236381,0.0002891512,0.00006905873,0.00003566461,0.000004972822,0.00009831731,0.0000678369,0.0003084038],"category_scores_gemma":[0.0000325604,0.0001097731,0.0002089696,0.0003012345,0.00006115157,0.00003727616,0.00003341838,0.0001014609,0.0002402189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004825499,"about_ca_system_score_gemma":0.00005689975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001195333,"about_ca_topic_score_gemma":0.00003644349,"domain_scores_codex":[0.9989007,0.00002817635,0.0002859228,0.0002502493,0.0002464899,0.0002884401],"domain_scores_gemma":[0.999333,0.00001908598,0.00004701712,0.0004087586,0.00004849941,0.0001436132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005720609,0.006501101,0.2999845,0.008810707,0.005349515,0.005322293,0.01217885,0.007830326,0.3092216,0.005648521,0.2663031,0.06712896],"study_design_scores_gemma":[0.00713968,0.002884003,0.7642084,0.0006114334,0.00119735,0.0001821954,0.001420224,0.03569872,0.01600279,0.0004625274,0.1694506,0.0007421733],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875831,0.0003845883,0.0005515937,0.001375266,0.0003232754,0.0007004596,0.00001150255,0.0008890606,0.008181149],"genre_scores_gemma":[0.9964018,0.00007225329,0.0007647743,0.0001169989,0.0001179006,0.00003159299,0.00003792049,0.00002626749,0.002430473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4642239,"threshold_uncertainty_score":0.4476419,"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."}}