{"id":"W2342158619","doi":"10.1016/j.bpg.2016.04.003","title":"Learning curve for endoscopy training: Is it all about numbers?","year":2016,"lang":"en","type":"review","venue":"Best Practice & Research Clinical Gastroenterology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Endoscopy; Competence (human resources); Medicine; Learning curve; Medical education; Medical physics; Radiology; Psychology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004438345,0.0008723481,0.002510905,0.002382507,0.0005316974,0.00315652,0.002157863,0.003044636,0.006900152],"category_scores_gemma":[0.01755866,0.0003658523,0.00100623,0.002482994,0.002088345,0.00493491,0.002066029,0.004194077,0.001686862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002512692,"about_ca_system_score_gemma":0.005341097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003449749,"about_ca_topic_score_gemma":0.006072619,"domain_scores_codex":[0.9976411,0.0006900246,0.0003438054,0.0003312685,0.0008409664,0.0001528953],"domain_scores_gemma":[0.9883894,0.00804158,0.001353426,0.0001249589,0.001428563,0.0006620911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009380402,0.00005936095,0.0007207041,0.02220352,0.0001259463,0.0000508712,0.00009395855,0.0002357733,0.00004038784,0.002901871,0.03303284,0.940441],"study_design_scores_gemma":[0.0001486122,0.0003144983,0.006489512,0.1319159,0.000612178,0.001478116,0.0008334359,0.0003594477,0.0001736418,0.01326558,0.8442819,0.000127216],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001082867,0.9956467,0.00008587611,0.003198778,0.0003482719,0.000003623569,0.00001228844,0.000004976765,0.0005911482],"genre_scores_gemma":[0.002284933,0.9944481,0.0002683407,0.001818961,0.0008088756,0.00001111462,0.00003088233,0.000003748807,0.000325131],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006900152,"threshold_uncertainty_score":0.02347249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4992829747802504,"score_gpt":0.6109394874877903,"score_spread":0.1116565127075398,"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."}}