{"id":"W3086331749","doi":"10.1093/dote/doaa087.107","title":"418 SYSTEMATIC REVIEW OF LEARNING CURVES IN MINIMALLY INVASIVE PARAESOPHAGEAL HERNIA REPAIR: IS THERE ENOUGH EVIDENCE FOR MENTORSHIP IN SURGICAL RESIDENCY?","year":2020,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Mentorship; Learning curve; MEDLINE; Inguinal hernia; Cochrane Library; Competence (human resources); Hernia repair; General surgery; Systematic review; Laparoscopic surgery; Laparoscopy; Surgery; Medical physics; Hernia; Randomized controlled trial; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01804355,0.00167433,0.01257696,0.009806575,0.0007950482,0.004276645,0.002303188,0.002636784,0.007425002],"category_scores_gemma":[0.0980405,0.00138702,0.01284797,0.01176175,0.001442971,0.002958146,0.001881181,0.001535456,0.0005097288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004812458,"about_ca_system_score_gemma":0.01282481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007978988,"about_ca_topic_score_gemma":0.02396756,"domain_scores_codex":[0.9774843,0.008804127,0.008411121,0.001295309,0.003590583,0.0004144855],"domain_scores_gemma":[0.917288,0.06183826,0.01408286,0.001410512,0.004787603,0.0005927391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000167201,0.00001156167,0.0007886175,0.965505,0.01827474,0.00005551808,0.0001023017,0.00005129782,0.00005093494,0.00009999501,0.0006237252,0.01426898],"study_design_scores_gemma":[0.0003170957,0.000205566,0.005575825,0.8464119,0.1388696,0.0001779595,0.0002038196,0.00009095467,0.0001077618,0.0002365057,0.007767882,0.00003517101],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001302907,0.9971022,0.000168898,0.0003126921,0.0001156584,0.0003732657,0.0003460321,0.000009178776,0.0002692152],"genre_scores_gemma":[0.03080812,0.9653891,0.0009609253,0.0008477112,0.0001383816,0.001278951,0.000391653,0.00001271938,0.000172431],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01804355,"threshold_uncertainty_score":0.09542453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05113506764789427,"score_gpt":0.3300963299127362,"score_spread":0.2789612622648419,"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."}}