{"id":"W2171061816","doi":"10.1016/j.gie.2014.04.056","title":"Establishing the learning curve for achieving competency in performing colonoscopy: a systematic review","year":2014,"lang":"en","type":"review","venue":"Gastrointestinal Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Colonoscopy; Learning curve; Medical physics; Internal medicine; Colorectal cancer; Management","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003669382,0.0006362997,0.004000502,0.0003137651,0.0003030318,0.0001215075,0.0003964756,0.0001183185,0.00001871226],"category_scores_gemma":[0.01685343,0.0004199349,0.0008463911,0.0007258558,0.00007911054,0.0001289966,0.000127117,0.001700047,0.00002870659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005410019,"about_ca_system_score_gemma":0.0006195862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001026251,"about_ca_topic_score_gemma":0.00005887403,"domain_scores_codex":[0.9957769,0.0008968201,0.001573819,0.0006563783,0.0004164395,0.0006796371],"domain_scores_gemma":[0.9928423,0.005031187,0.001212977,0.0005622208,0.0001910842,0.0001602526],"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":[0.000287325,0.00002629133,0.00008797986,0.9778715,0.00005207795,0.00002164092,0.00003929162,0.000008144031,0.000003431011,0.00002632885,0.00006967169,0.02150632],"study_design_scores_gemma":[0.0004616418,0.003301375,0.000005559893,0.952153,0.002950985,0.007389457,0.00007208633,0.0008934946,4.730797e-7,0.000005526279,0.03247917,0.0002872024],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001555376,0.9807969,0.01199967,0.0001139079,0.00022604,0.006192576,0.000008100945,0.0001581005,0.0004890879],"genre_scores_gemma":[0.00008947026,0.9819059,0.01442633,0.0001827372,0.0004422787,0.002433655,0.0001051888,0.0001265157,0.0002879268],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0324095,"threshold_uncertainty_score":0.9998252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03654432207814075,"score_gpt":0.3425593360907773,"score_spread":0.3060150140126365,"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."}}