{"id":"W4413971209","doi":"10.1177/10732748251372677","title":"Early Feedback for the Development of a Novel Brief Colon Cancer Screening Decision Aid for Adults ≥75 years at Risk for Limited Health Literacy: A Pilot Study","year":2025,"lang":"en","type":"article","venue":"Cancer Control","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institute on Aging","keywords":"Medicine; Health literacy; Colorectal cancer screening; Literacy; Colorectal cancer; Cancer screening; Family medicine; Medical education; Cancer; Health care; Internal medicine; Colonoscopy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008069683,0.000774413,0.0005259326,0.0005844476,0.00116599,0.0007683618,0.0008730947,0.0008366557,0.004029578],"category_scores_gemma":[0.01796481,0.0004379253,0.0006913982,0.0002013564,0.0007362475,0.000762936,0.001560981,0.001228056,0.0006419693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00126566,"about_ca_system_score_gemma":0.003214187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001905447,"about_ca_topic_score_gemma":0.004795641,"domain_scores_codex":[0.9970607,0.001717573,0.0002087997,0.000223334,0.0003520296,0.0004375071],"domain_scores_gemma":[0.9903716,0.006067157,0.000561477,0.0003575411,0.001311183,0.001331044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.007053957,0.1285637,0.08795808,0.004862899,0.0002191965,0.003346687,0.2044552,0.001273278,0.02542192,0.0007311715,0.009307681,0.5268062],"study_design_scores_gemma":[0.01303339,0.3536528,0.3190241,0.002798494,0.001124258,0.003153142,0.1799575,0.006235471,0.03715658,0.001725814,0.08152705,0.0006113594],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909797,0.000098799,0.001892612,0.0003403448,0.00005813247,0.005361682,0.0001529892,0.00004981195,0.001066049],"genre_scores_gemma":[0.9372994,0.0005316318,0.03703757,0.001065851,0.00008282957,0.02065495,0.0002931691,0.00003142776,0.00300318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008069683,"threshold_uncertainty_score":0.04267704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03708769272728592,"score_gpt":0.3451534421430646,"score_spread":0.3080657494157787,"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."}}