{"id":"W3021317555","doi":"10.2196/15999","title":"Investigating the Efficacy and Cost-Effectiveness of Technology-Delivered Personalized Feedback on Dietary Patterns in Young Australian Adults in the Advice, Ideas, and Motivation for My Eating (Aim4Me) Study: Protocol for a Randomized Controlled Trial","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Protocol (science); Advice (programming); Psychology; Medical education; Medicine; Self-efficacy; Applied psychology; Multimedia; Computer science; Alternative medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.04018366,0.004492812,0.008921008,0.002259888,0.002345787,0.003225958,0.002642055,0.005818583,0.04106449],"category_scores_gemma":[0.05003906,0.002487831,0.006655974,0.00246304,0.002724718,0.003334832,0.002028922,0.005662541,0.005308722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004111657,"about_ca_system_score_gemma":0.01019006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002557813,"about_ca_topic_score_gemma":0.002756344,"domain_scores_codex":[0.9739507,0.01660058,0.003523263,0.001687994,0.002222022,0.00201541],"domain_scores_gemma":[0.9789938,0.007990442,0.005333438,0.002033446,0.003583682,0.00206523],"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":[0.915592,0.01918205,0.001141121,0.01751081,0.003030532,0.0001340484,0.0005191469,0.001152123,0.001210714,0.001400846,0.006657377,0.03246925],"study_design_scores_gemma":[0.9516565,0.03558991,0.001892179,0.001547673,0.001175025,0.00002291506,0.00009542208,0.001003055,0.000533428,0.0007718711,0.005651345,0.00006074102],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006619434,0.0003287602,0.0009241255,0.0001574179,0.0003041329,0.9902741,0.0006982744,0.00006706257,0.0006265709],"genre_scores_gemma":[0.004038921,0.00009535185,0.001440554,0.00007459747,0.00003030329,0.9940646,0.00007067712,0.000003803214,0.0001811366],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04106449,"threshold_uncertainty_score":0.212514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1757664658135935,"score_gpt":0.4944278712238097,"score_spread":0.3186614054102161,"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."}}