{"id":"W4307231793","doi":"10.2196/38886","title":"A New Approach to Enhancing Engagement in eHealth Apps","year":2022,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"eHealth; Psychosocial; User engagement; Process (computing); Computer science; Psychology; Knowledge management; Human–computer interaction; World Wide Web; Political science; Health care; Psychotherapist","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":[0.009865215,0.001366413,0.0004277091,0.003045134,0.003236383,0.009685073,0.002427578,0.004858934,0.008962288],"category_scores_gemma":[0.01021395,0.0008425419,0.002112497,0.001108349,0.009458066,0.01463212,0.007398653,0.005382814,0.001606064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00438049,"about_ca_system_score_gemma":0.009791964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002910598,"about_ca_topic_score_gemma":0.003987005,"domain_scores_codex":[0.9877831,0.008240845,0.0003980073,0.001057053,0.001828259,0.0006927359],"domain_scores_gemma":[0.9906081,0.006016331,0.0006870354,0.0008949956,0.001112155,0.0006814165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001249251,0.0006804943,0.003726746,0.0007736877,0.00004940089,0.000287775,0.0553099,0.00190138,0.003720024,0.8454308,0.002668417,0.08532646],"study_design_scores_gemma":[0.0002144369,0.001525789,0.00472475,0.001889947,0.0001390037,0.0009889947,0.03411584,0.02743721,0.005943503,0.7195366,0.2033033,0.0001805996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04811389,0.001848359,0.6871989,0.04245509,0.0004991652,0.00185676,0.000166381,0.0005425393,0.2173189],"genre_scores_gemma":[0.605414,0.001609842,0.3610364,0.004282978,0.0002030417,0.002882674,0.0001108754,0.0001530826,0.0243071],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009865215,"threshold_uncertainty_score":0.05217284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2192288460574321,"score_gpt":0.5812503902503261,"score_spread":0.362021544192894,"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."}}