{"id":"W4402526731","doi":"10.1016/j.ymeth.2024.09.009","title":"Digital Intervention for behaviouR changE and Chronic disease prevenTION (DIRECTION): Study protocol for a randomized controlled trial of a web-based platform integrating nutrition, physical activity, and mindfulness for individuals with obesity","year":2024,"lang":"en","type":"article","venue":"Methods","topic":"Eating Disorders and Behaviors","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; Athabasca University; University of Calgary; University of Alberta","funders":"Mitacs; Alberta Health","keywords":"Mindfulness; Randomized controlled trial; Physical activity; Obesity; Protocol (science); Intervention (counseling); Behaviour change; Web application; Medicine; Physical therapy; Computer science; Clinical psychology; Alternative medicine; Internal medicine; World Wide Web; Psychiatry; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002337465,0.0002105167,0.0008831938,0.0001697429,0.0001286135,0.0001398946,0.00005348313,0.00007703524,0.0000101026],"category_scores_gemma":[0.0003336533,0.0001469037,0.0004454839,0.0001192372,0.00009041165,0.0002350195,0.00002039243,0.00009434299,6.182499e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000382875,"about_ca_system_score_gemma":0.00006661032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000204204,"about_ca_topic_score_gemma":0.00004536586,"domain_scores_codex":[0.9984314,0.0004765803,0.0003928649,0.0004039098,0.0001190275,0.0001761702],"domain_scores_gemma":[0.9974986,0.001910546,0.0003001585,0.0001190611,0.0001159699,0.00005570533],"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":[0.7259048,0.0101711,0.001223981,0.001204542,0.0003244503,5.455331e-7,0.0006649749,3.066185e-7,0.00004426258,0.0002750519,0.00002116748,0.2601649],"study_design_scores_gemma":[0.9784224,0.009286366,0.0007779318,0.0006117059,0.001440823,0.000001023214,0.0005090492,0.005986793,0.0005010979,0.002198584,0.00007384678,0.0001903659],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.530462,0.00002929761,0.1665083,0.00002629101,0.0001188337,0.302727,0.00008445364,0.00003835437,0.000005454787],"genre_scores_gemma":[0.4297129,4.973776e-8,0.004200656,0.00000121835,0.0001189809,0.565811,0.00002456005,0.000019455,0.0001111801],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.263084,"threshold_uncertainty_score":0.5990558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06780165031598652,"score_gpt":0.4616574518522345,"score_spread":0.393855801536248,"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."}}