{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001168612,0.0001009191,0.0004252468,0.0003313239,0.00006471055,0.000009815498,0.00005257425,0.00006564085,0.0002198302],"category_scores_gemma":[0.000632951,0.00009230251,0.0003550442,0.0001136557,0.00005594823,0.0001285269,0.000006226693,0.0001992454,0.000003848875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001091031,"about_ca_system_score_gemma":0.00110631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007758409,"about_ca_topic_score_gemma":0.0007422867,"domain_scores_codex":[0.9988048,0.00005069129,0.0004960736,0.00007624293,0.0001772008,0.0003949799],"domain_scores_gemma":[0.9985036,0.0001623188,0.0002437958,0.0001143189,0.0002227253,0.0007532245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001505511,0.00005945007,0.9731383,0.0003278492,0.0002366232,0.000197732,0.0008965925,0.00001784161,0.0006325138,0.0001335279,0.01821231,0.005996677],"study_design_scores_gemma":[0.0009496129,0.000464988,0.477042,0.0005667598,0.0002347869,0.0004719413,0.0008562208,0.00005721071,0.0006661675,0.00002287924,0.5184845,0.0001828664],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943132,0.001866032,0.00009540167,0.0003183901,0.000840386,0.0001322123,0.000005466761,0.00001323949,0.002415658],"genre_scores_gemma":[0.9975346,0.00003781221,0.0006873089,0.0002125466,0.0006474358,0.000003863012,0.000004512731,0.00002159934,0.0008503284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5002722,"threshold_uncertainty_score":0.3763987,"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."}}