{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01726947,0.006369519,0.01161447,0.002371884,0.003872325,0.003222317,0.003063551,0.007181392,0.08497258],"category_scores_gemma":[0.01503011,0.003961137,0.004525321,0.002635515,0.003722436,0.003496904,0.002400465,0.01059296,0.01324144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003625418,"about_ca_system_score_gemma":0.01025465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003261507,"about_ca_topic_score_gemma":0.005351344,"domain_scores_codex":[0.9872701,0.006468934,0.001197926,0.001605288,0.001738041,0.001719674],"domain_scores_gemma":[0.9934614,0.001598025,0.001246074,0.0008109828,0.001145004,0.001738509],"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":[0.9118063,0.03606917,0.0004711094,0.009855567,0.001289759,0.0001116058,0.0002446254,0.001135105,0.001618998,0.001726166,0.01058222,0.0250893],"study_design_scores_gemma":[0.9678789,0.0208145,0.0009065041,0.0006657483,0.0002972447,0.00001676746,0.00003673761,0.0005320978,0.0003155186,0.0006780282,0.007807618,0.00005038144],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002949478,0.0002066177,0.0008347966,0.0001163967,0.0003018128,0.99393,0.0009946728,0.0001013828,0.0005648788],"genre_scores_gemma":[0.002151869,0.00009889664,0.001193137,0.0001187678,0.00004670063,0.9958168,0.0001273703,0.000006025845,0.0004405138],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08497258,"threshold_uncertainty_score":0.2842616,"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."}}