{"id":"W3016556149","doi":"10.1055/a-1132-5371","title":"Uptake and barriers for implementation of the resect and discard strategy: an international survey","year":2020,"lang":"en","type":"article","venue":"Endoscopy International Open","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"U.S. Department of Veterans Affairs","keywords":"Diminutive; Medicine; General surgery; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000246291,0.0000652473,0.000109114,0.0000303987,0.00005416642,0.00008156987,0.000194378,0.00002377478,0.0001304872],"category_scores_gemma":[0.000202757,0.00004986064,0.00002812264,0.00006291146,0.00003958666,0.00025716,0.0001280897,0.00006684119,3.550912e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000333677,"about_ca_system_score_gemma":0.00008902478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001245602,"about_ca_topic_score_gemma":0.001019962,"domain_scores_codex":[0.9993523,0.00004149307,0.0001707135,0.0001862384,0.0001856524,0.00006353786],"domain_scores_gemma":[0.9995698,0.00005679879,0.00008819483,0.00007364879,0.0001288731,0.00008271982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01028736,0.00002622296,0.9423648,0.00003403855,0.0003486807,0.000001715187,0.001704584,0.00003027411,0.01178417,0.001628814,0.00140703,0.03038233],"study_design_scores_gemma":[0.002668808,0.001354621,0.9729645,0.00002635074,0.00002938145,0.000009949258,0.001011625,0.002522768,0.0142204,0.000153861,0.004968619,0.00006911923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945488,0.00002232102,0.000384034,0.002601783,0.0003047723,0.0005294361,0.0002728307,0.000009479711,0.001326549],"genre_scores_gemma":[0.9985431,0.00001695826,0.0006323109,0.0004587951,0.0001271563,0.00004350447,0.00008747017,0.000008590378,0.00008207069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03059971,"threshold_uncertainty_score":0.2033258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07339769933878562,"score_gpt":0.4067471489130378,"score_spread":0.3333494495742522,"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."}}