{"id":"W4295775594","doi":"10.1055/a-1914-6197","title":"Image-enhanced endoscopy and endoscopic resection practices in the colon among endoscopists in India","year":2022,"lang":"en","type":"article","venue":"Endoscopy International Open","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"","keywords":"Medicine; Chromoendoscopy; Colonoscopy; Endoscopic mucosal resection; Endoscopy; General surgery; Resection; Modalities; Surgery; Internal medicine; Colorectal cancer","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":[0.0003197887,0.0001121256,0.000114217,0.0009695949,0.0003389667,0.0005753016,0.0003517899,0.0002762806,0.001226601],"category_scores_gemma":[0.001961741,0.000219344,0.0002157646,0.001549337,0.0004099948,0.0003075261,0.0004480379,0.0002900928,0.0001911433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005581633,"about_ca_system_score_gemma":0.000745301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02677424,"about_ca_topic_score_gemma":0.02792227,"domain_scores_codex":[0.9993306,0.0001545612,0.00008691314,0.0001176576,0.0001460262,0.00016411],"domain_scores_gemma":[0.9963285,0.0005675697,0.002197842,0.0001005968,0.0003107197,0.0004946892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001574655,0.00001954729,0.997798,0.00002892014,0.000008325848,0.000107035,0.0006414817,0.00002532253,0.0001329888,0.00001398816,0.00009550744,0.001113285],"study_design_scores_gemma":[0.000001049303,0.0000306372,0.9982883,0.00001409687,0.000004160323,0.000276261,0.001161876,0.00003106635,0.00003840212,0.000003985297,0.0001479161,0.000002260775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990184,0.0001928794,0.00002383091,0.0001156198,0.000002353808,0.000004677803,0.0001448994,0.000002643914,0.0004945718],"genre_scores_gemma":[0.9994951,0.0002045215,0.00004765021,0.00004821314,0.000005282273,0.000005204978,0.00009603235,8.520344e-7,0.00009709154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02677424,"threshold_uncertainty_score":0.05323678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02756901544238657,"score_gpt":0.3616072506454818,"score_spread":0.3340382352030953,"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."}}