{"id":"W2069984641","doi":"10.1503/cjs.019610","title":"Learning curve for laparoscopic totally extraperitoneal repair of inguinal hernia","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Inguinal hernia; Surgery; Laparoscopy; Medical record; Retrospective cohort study; General surgery; Learning curve; Hernia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001059987,0.0002415345,0.0002277869,0.001096476,0.0002757041,0.000523061,0.0003870931,0.0003760685,0.002089031],"category_scores_gemma":[0.0188295,0.00009378551,0.0002687435,0.0004053946,0.000286369,0.0008778714,0.0006121367,0.0004969583,0.0004468155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005710184,"about_ca_system_score_gemma":0.0007119034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006910214,"about_ca_topic_score_gemma":0.0009091439,"domain_scores_codex":[0.9993223,0.000135876,0.00009854273,0.00006891578,0.000254832,0.0001195934],"domain_scores_gemma":[0.9869148,0.003612992,0.005925586,0.0002045124,0.001174941,0.00216717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001429276,0.0000844016,0.9759996,0.00003194347,0.00001371637,0.000279884,0.0001093199,0.0002621217,0.0001391198,0.00003207504,0.0005490824,0.02235583],"study_design_scores_gemma":[0.00002485561,0.0009108168,0.9886245,0.00006995763,0.00002033382,0.006662535,0.0003749366,0.001760959,0.0002922879,0.0001857426,0.001055776,0.00001742717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99637,0.0008331792,0.0007155823,0.0003954641,0.00002208089,0.00003171136,0.0001636355,0.00002847689,0.001439968],"genre_scores_gemma":[0.9988399,0.0002264951,0.0005181633,0.00004310599,0.00002914334,0.00001629495,0.0002252062,0.000004020148,0.00009768748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002089031,"threshold_uncertainty_score":0.006988466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04298887867278252,"score_gpt":0.2779151449013568,"score_spread":0.2349262662285743,"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."}}