{"id":"W4392744338","doi":"10.1056/nejmoa2304714","title":"A Cell-free DNA Blood-Based Test for Colorectal Cancer Screening","year":2024,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":382,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba","funders":"National Cancer Institute","keywords":"Medicine; Colorectal cancer; Colonoscopy; Internal medicine; Oncology; Cancer; Population; Blood test; Confidence interval; Gastroenterology","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":[0.002444899,0.0004137821,0.0004734728,0.001350219,0.0002666306,0.0006408888,0.0005420615,0.0007343356,0.003271581],"category_scores_gemma":[0.01040626,0.0001559675,0.0002835052,0.0009148747,0.0003203645,0.0003854195,0.0002511827,0.0004001414,0.001293877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005343747,"about_ca_system_score_gemma":0.0009184487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002210092,"about_ca_topic_score_gemma":0.002255334,"domain_scores_codex":[0.9969679,0.0009454961,0.0001667754,0.000459909,0.001336854,0.0001232312],"domain_scores_gemma":[0.9945536,0.001961096,0.001650297,0.0002744715,0.001209275,0.0003511672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001415777,0.0004513123,0.8674532,0.0004965424,0.0002763504,0.0002338675,0.0001172581,0.0005330879,0.01080677,0.0006255148,0.006178107,0.1114122],"study_design_scores_gemma":[0.0004230257,0.006945664,0.9122776,0.0007529333,0.0005930017,0.006157169,0.0002515096,0.007997476,0.02410372,0.001258607,0.03913613,0.000103153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9112524,0.02344723,0.03049915,0.002825629,0.0008722584,0.001518686,0.01090507,0.0005238939,0.01815567],"genre_scores_gemma":[0.9787971,0.0018406,0.01329967,0.00092908,0.000155397,0.0003259975,0.002302771,0.00001717497,0.002332291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003271581,"threshold_uncertainty_score":0.01292998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0103207782922854,"score_gpt":0.2629577856955955,"score_spread":0.2526370074033101,"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."}}