{"id":"W4297103008","doi":"10.1055/a-1929-1318","title":"Accuracy of self-assessment in gastrointestinal endoscopy: a systematic review and meta-analysis","year":2022,"lang":"en","type":"review","venue":"Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; Queen's University; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Meta-analysis; Endoscopy; MEDLINE; Subgroup analysis; Systematic review; Medical physics; Surgery; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001676984,0.0004585283,0.01062183,0.0005735104,0.00004208978,0.00001790001,0.0001796906,0.00006201756,0.005829117],"category_scores_gemma":[0.0009056721,0.0003041897,0.002259681,0.001599044,0.00003241598,0.00004934572,0.0001127596,0.0006327175,0.000009920196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002015003,"about_ca_system_score_gemma":0.0004107141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002559761,"about_ca_topic_score_gemma":0.000003426786,"domain_scores_codex":[0.9956895,0.001146665,0.001833728,0.0005013206,0.0005585023,0.000270296],"domain_scores_gemma":[0.9940865,0.003868201,0.001212596,0.0006177016,0.00005141092,0.0001635792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00000749501,0.0001584569,0.00006077774,0.9481875,0.05037946,0.0001145909,0.00003299306,0.000001733473,4.893442e-8,0.0001226859,0.000008193636,0.0009260083],"study_design_scores_gemma":[0.0007669276,0.000129327,0.000009907452,0.07178707,0.8954479,0.0001298696,0.00003303096,0.00003563999,8.815559e-8,0.000004144086,0.03147032,0.0001858516],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001769103,0.995334,0.0000468319,0.00006009438,0.00001460799,0.00303938,0.00004414141,0.00004732434,0.00141191],"genre_scores_gemma":[0.0001988704,0.9932245,0.005074634,0.0002283158,0.00001136937,0.0009692675,0.0001527089,0.0000381247,0.0001021938],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8764005,"threshold_uncertainty_score":0.9999411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1182625961140196,"score_gpt":0.4211874909446514,"score_spread":0.3029248948306317,"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."}}