{"id":"W4286711468","doi":"10.2196/36275","title":"Using Personalized Avatars as an Adjunct to an Adult Weight Loss Management Program: Randomized Controlled Feasibility Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Randomized controlled trial; Psychological intervention; Weight loss; Medicine; Weight management; Avatar; Physical therapy; Intervention (counseling); Behavior change; Descriptive statistics; Quality of life (healthcare); Health care; Psychology; Nursing; Obesity; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01062102,0.001843405,0.003495462,0.001203082,0.001358932,0.001407973,0.001726206,0.003165185,0.01138382],"category_scores_gemma":[0.01022822,0.001233287,0.002051429,0.00117042,0.002435621,0.001819748,0.001235492,0.002313235,0.001517367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001433897,"about_ca_system_score_gemma":0.004794767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002162063,"about_ca_topic_score_gemma":0.003318552,"domain_scores_codex":[0.9913179,0.005821688,0.0006745429,0.0007097511,0.0007853602,0.0006907632],"domain_scores_gemma":[0.9935381,0.002843273,0.001162917,0.0006041409,0.0007875111,0.001064051],"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":[0.8375469,0.1354865,0.001094454,0.001529162,0.0007645291,0.00007777337,0.0003474812,0.0002918654,0.001721246,0.0002305468,0.0004285907,0.020481],"study_design_scores_gemma":[0.6987889,0.2969527,0.002213299,0.0001080164,0.0003571061,0.00001986894,0.0001414214,0.0003519828,0.0003108269,0.0001603362,0.0005778634,0.00001764784],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7745407,0.001361775,0.003654077,0.0004814431,0.0008042423,0.2157058,0.0009676704,0.0002014262,0.002282866],"genre_scores_gemma":[0.7259441,0.001423904,0.01439703,0.0007324911,0.0005236191,0.2541308,0.000413921,0.00002829541,0.002405781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01138382,"threshold_uncertainty_score":0.05616993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1514091251862732,"score_gpt":0.5515598773257643,"score_spread":0.4001507521394911,"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."}}