{"id":"W4386765142","doi":"10.14309/ajg.0000000000002494","title":"Accuracy in Polyp Size Measurement Among Surgeons, Gastroenterologists, Trainees, and Experts: A Prospective Video-Based Study","year":2023,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Université de Montréal","funders":"Fujifilm Corporation","keywords":"Medicine; Calipers; Forceps; Endoscope; Prospective cohort study; Endoscopy; Surgery; Nuclear 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00613535,0.0004224183,0.0005072317,0.001246801,0.0005376596,0.0008845996,0.0006118247,0.0009773481,0.001575118],"category_scores_gemma":[0.02252536,0.0006989784,0.000764716,0.0008039491,0.0006175558,0.001404574,0.0008540583,0.0005382705,0.0005027549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004592378,"about_ca_system_score_gemma":0.0003762573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001323401,"about_ca_topic_score_gemma":0.001317497,"domain_scores_codex":[0.9942356,0.002266279,0.0007665602,0.0009618868,0.001392304,0.0003774376],"domain_scores_gemma":[0.9750541,0.01286233,0.006927563,0.001291653,0.002603162,0.001261202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002307494,0.0004952842,0.9940547,0.00004584158,0.0001257063,0.00004063997,0.0003969749,0.00005161112,0.0002388427,0.00001450653,0.00004209092,0.002186252],"study_design_scores_gemma":[0.00024346,0.007589993,0.9899559,0.00002492034,0.0001154711,0.0003302242,0.0007220485,0.000531541,0.0002690288,0.00002584011,0.0001695716,0.0000220218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993405,0.0001601161,0.000199232,0.000008741445,0.000005864432,0.00005976286,0.00007654159,0.000002296985,0.0001470203],"genre_scores_gemma":[0.9993704,0.00006699914,0.0002533679,0.00002336835,0.00001113711,0.00006878337,0.0001322846,0.000001877405,0.00007179751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00613535,"threshold_uncertainty_score":0.03244722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02106346954178109,"score_gpt":0.2797453235924782,"score_spread":0.2586818540506971,"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."}}