{"id":"W4410606406","doi":"10.1016/j.nutres.2025.05.005","title":"Easy-to-learn dietary behavior change intervention does not significantly improve diet quality of college students: a randomized controlled trial","year":2025,"lang":"en","type":"article","venue":"Nutrition Research","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Randomized controlled trial; Medicine; Intervention (counseling); Population; Gerontology; Behavior change; Ethnically diverse; Physical therapy; Internal medicine; Environmental health; Nursing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004123802,0.001426206,0.004114757,0.0007983262,0.001063293,0.001276313,0.001678261,0.003681168,0.008390064],"category_scores_gemma":[0.006558965,0.0008790524,0.002506771,0.0006707515,0.001641625,0.001281339,0.0007902936,0.003013378,0.0006673933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001007052,"about_ca_system_score_gemma":0.002044798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002259285,"about_ca_topic_score_gemma":0.004248563,"domain_scores_codex":[0.9967349,0.001828203,0.0003925835,0.0004637942,0.0003081141,0.0002723979],"domain_scores_gemma":[0.9962095,0.001672813,0.0007151969,0.0003176432,0.0002927944,0.0007921866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9464243,0.03103384,0.0006357291,0.001983019,0.001959158,0.00003623621,0.00007873415,0.0001685006,0.0008587673,0.000074076,0.0004056375,0.01634194],"study_design_scores_gemma":[0.9443559,0.05347767,0.0009724178,0.00008463003,0.0005094857,0.000006630557,0.00002175368,0.0001723242,0.0001569962,0.00004775622,0.0001857734,0.000008586504],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653209,0.005873576,0.001046245,0.0008147921,0.001497056,0.02267458,0.0006820267,0.0002165721,0.00187418],"genre_scores_gemma":[0.9603911,0.003141809,0.004767083,0.001414324,0.001060946,0.02619911,0.0004435319,0.00003512366,0.002546835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008390064,"threshold_uncertainty_score":0.02806759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09878267380191971,"score_gpt":0.4556570160715661,"score_spread":0.3568743422696463,"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."}}