{"id":"W7116708340","doi":"10.1002/cncr.70156","title":"Customized early detection of colorectal cancer in Nigeria identifies advanced adenomas and early‐stage disease","year":2025,"lang":"en","type":"article","venue":"Cancer","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Cancer Institute; National Institutes of Health","keywords":"Colorectal cancer; Disease; MEDLINE; Adenoma; 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":[0.0004707847,0.0001933455,0.0001370701,0.0004234062,0.0003083784,0.0003468488,0.0001716072,0.0002835187,0.001148698],"category_scores_gemma":[0.001645751,0.0001505798,0.0001342636,0.0003227148,0.0001560428,0.0002944188,0.0003843205,0.0003497917,0.000144113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002883589,"about_ca_system_score_gemma":0.0005712326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007943911,"about_ca_topic_score_gemma":0.01614512,"domain_scores_codex":[0.9997879,0.00007032741,0.00002167093,0.00003661948,0.00003352003,0.00005005357],"domain_scores_gemma":[0.9994172,0.000138562,0.0002597002,0.00002298012,0.00007171136,0.00008980597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006936363,0.000110588,0.9926034,0.00004922048,0.000003938155,0.0001065976,0.0002687448,0.00002370293,0.0003880212,0.00001439176,0.0001177202,0.006244319],"study_design_scores_gemma":[0.000007061333,0.0002026773,0.9978797,0.00006537816,0.0000112167,0.0003285416,0.0007136361,0.0001741812,0.0001898902,0.00003786837,0.0003858012,0.00000400711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986314,0.000241063,0.00006816532,0.0001076792,0.000008700066,0.00002735271,0.0001332389,0.000002939305,0.0007793497],"genre_scores_gemma":[0.9992242,0.0002288807,0.0002346499,0.00003221604,0.000003770298,0.00001464334,0.00009174599,5.328131e-7,0.0001694195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007943911,"threshold_uncertainty_score":0.01579529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008337148693658581,"score_gpt":0.2857683276018498,"score_spread":0.2774311789081912,"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."}}