{"id":"W2888919651","doi":"10.1055/a-0606-5059","title":"Adenoma detection – the more the merrier?","year":2018,"lang":"en","type":"letter","venue":"Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Adenoma; MEDLINE; Medical physics; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001901894,0.0002574185,0.0002603624,0.00008270524,0.0003925729,0.00006027894,0.0002325987,0.0004450943,0.0002921626],"category_scores_gemma":[0.0001220849,0.0001313837,0.0002097595,0.0002736435,0.0002560214,0.00003512688,0.00005837788,0.001985377,0.000215875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001568583,"about_ca_system_score_gemma":0.00008035998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004044679,"about_ca_topic_score_gemma":0.00009366823,"domain_scores_codex":[0.9985166,0.0001193827,0.0002035926,0.0003542667,0.0004887098,0.0003175117],"domain_scores_gemma":[0.998788,0.0001838214,0.000149238,0.0007367193,0.0001004506,0.00004179988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000606772,0.000004940391,0.00005532926,0.00003980504,0.0001136401,0.00005169825,0.0003342956,4.346941e-7,0.0003867988,8.388181e-7,0.9890984,0.009307031],"study_design_scores_gemma":[0.0003535528,0.001137545,0.001052873,0.00008197386,0.0002565279,0.0001578213,0.00008390033,0.000113215,0.0126437,0.00004869515,0.9839339,0.0001362809],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01786605,0.001599347,0.001228966,0.9638143,0.004533478,0.001080669,0.00001986902,0.0003501535,0.009507153],"genre_scores_gemma":[0.2327371,0.0000662433,0.0001530244,0.7120459,0.03656369,0.0003510186,0.00006773024,0.0001145944,0.01790069],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2517684,"threshold_uncertainty_score":0.8625585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01875813682299602,"score_gpt":0.2801503738190179,"score_spread":0.2613922369960218,"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."}}