{"id":"W2056269273","doi":"10.1007/s00464-014-3703-7","title":"Liquid-injection for preperitoneal dissection of transabdominal preperitoneal (TAPP) inguial hernia repair","year":2014,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Hernia repair and management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Surgery; Dissection (medical); Inguinal hernia; Inguinal canal; Abdominal surgery; Laparoscopy; Hernia repair; Hernia; Seroma; Complication","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":[0.0002913942,0.0003638819,0.0004555688,0.0006090408,0.0003584542,0.0004100185,0.0002817734,0.0003630612,0.002576423],"category_scores_gemma":[0.0006424048,0.0001211529,0.0003669033,0.0003557224,0.0005107336,0.0008822394,0.0002875658,0.001090504,0.0006749189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002096417,"about_ca_system_score_gemma":0.0005195007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004162073,"about_ca_topic_score_gemma":0.0009347662,"domain_scores_codex":[0.9998981,0.00001986143,0.00001323632,0.00001677902,0.0000195207,0.00003248956],"domain_scores_gemma":[0.9997553,0.00005321257,0.00005750854,0.00002184986,0.00001397945,0.00009814743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02191211,0.005747974,0.0501834,0.001298077,0.0003031841,0.05568868,0.0007160674,0.001582675,0.1545423,0.001205619,0.004612091,0.7022078],"study_design_scores_gemma":[0.007298253,0.1092738,0.2763557,0.001596052,0.001305408,0.3432311,0.001630858,0.0214345,0.1776506,0.00233336,0.05759127,0.0002990616],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588481,0.01412903,0.01785908,0.0008252926,0.0003090565,0.0002422913,0.00009752013,0.0003369754,0.007352549],"genre_scores_gemma":[0.982296,0.00315105,0.01177436,0.0005469962,0.0003047455,0.0001070596,0.0001407909,0.00003401571,0.001645015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002576423,"threshold_uncertainty_score":0.008618951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01099490360490663,"score_gpt":0.2922196140718518,"score_spread":0.2812247104669452,"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."}}