{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01852428,0.0001001577,0.0003010253,0.001250822,0.0001701395,0.00004638146,0.001066862,0.0000598998,0.01471418],"category_scores_gemma":[0.003019928,0.00009163533,0.0001277381,0.000988454,0.00005280555,0.0001645391,0.0007785214,0.004279455,0.0003982105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001706501,"about_ca_system_score_gemma":0.001099745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001217454,"about_ca_topic_score_gemma":0.0001505792,"domain_scores_codex":[0.9913861,0.002899538,0.001047516,0.0002819253,0.003703428,0.0006814878],"domain_scores_gemma":[0.9964631,0.001854864,0.0002121265,0.0002212123,0.0002021361,0.001046593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003297107,0.006954442,0.0004997862,0.0001082182,0.0001794028,0.001186663,0.02228174,0.00004594185,0.00009966135,0.02131855,0.2632828,0.6807457],"study_design_scores_gemma":[0.006809136,0.01309429,0.01465923,0.002143069,0.00001505456,0.002160129,0.1044927,0.0002389817,0.0005846389,0.009782523,0.8456314,0.0003887948],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5196216,0.00134009,0.02854508,0.08288611,0.007393281,0.001932772,0.00003145529,0.00002708113,0.3582225],"genre_scores_gemma":[0.993329,0.000008631965,0.000776043,0.0009333252,0.0002873601,0.0001233203,0.000001985201,0.00002025429,0.00452005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6803569,"threshold_uncertainty_score":0.9980177,"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."}}