{"id":"W4376134597","doi":"10.1111/den.14556","title":"WEO Newsletter","year":2023,"lang":"en","type":"article","venue":"Digestive Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000712335,0.00008411604,0.0001267277,0.0001214883,0.00005879611,0.00001187366,0.00003195407,0.00004397425,0.0001339341],"category_scores_gemma":[0.0001006252,0.0000736056,0.00005847278,0.0004458672,0.00003415268,0.00004331579,0.00002404472,0.0001401346,0.001019537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004932555,"about_ca_system_score_gemma":0.00003485725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006981405,"about_ca_topic_score_gemma":0.000004725218,"domain_scores_codex":[0.9993601,0.00001581526,0.00008674817,0.0001850331,0.0001559211,0.0001963229],"domain_scores_gemma":[0.9996529,0.00006570564,0.00002255371,0.0001350527,0.00004002786,0.00008371865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009942184,0.0001693197,0.5413206,0.0001415688,0.0002766644,0.0008857705,0.002040977,0.0001339799,0.1114243,0.0006135722,0.1824438,0.1506072],"study_design_scores_gemma":[0.001912361,0.002076132,0.8068227,0.0001155558,0.00005849641,0.00006040121,0.0001727689,0.0008824876,0.07093259,0.0001837951,0.1165741,0.0002085822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709378,0.00008343194,0.000759576,0.002551374,0.0004844636,0.0001873574,0.000004862298,0.0005938287,0.02439729],"genre_scores_gemma":[0.993372,0.00002011452,0.0004367203,0.0008637775,0.0003531258,0.00004302269,0.0000242187,0.00001791272,0.004869127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2655021,"threshold_uncertainty_score":0.9997583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587927011778336,"score_gpt":0.3051937119916625,"score_spread":0.2793144418738791,"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."}}