{"id":"W3199092589","doi":"10.2196/26397","title":"A Mobile Intervention for Self-Efficacious and Goal-Directed Smartphone Use in the General Population: Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Randomized controlled trial; Psychological intervention; Intervention (counseling); Goal setting; Smartphone application; mHealth; Smartphone app; Psychology; Applied psychology; Digital health; Medicine; Internet privacy; Multimedia; Computer science; Social psychology; Health care; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.003673926,0.0001317391,0.0007696458,0.0001067802,0.0005884354,0.000120828,0.0000963922,0.0001994649,0.00001059804],"category_scores_gemma":[0.001156804,0.00009534402,0.000137948,0.0002728468,0.0001370116,0.0001310937,0.00002233579,0.0002205209,8.655934e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001255959,"about_ca_system_score_gemma":0.0002578749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002156339,"about_ca_topic_score_gemma":0.004112648,"domain_scores_codex":[0.9965971,0.001827697,0.0006259399,0.0002729748,0.000234236,0.0004421073],"domain_scores_gemma":[0.9985817,0.0007027357,0.0003084908,0.0001531985,0.00009351027,0.0001603832],"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":[0.9411181,0.00184743,0.007845438,0.0004762207,0.00008615961,0.00001196838,0.01776603,0.000002109453,0.000005403505,0.005757692,0.002386687,0.0226968],"study_design_scores_gemma":[0.9750284,0.0003678282,0.01983606,0.00005148113,0.00008991837,0.000006048589,0.001424835,0.0006737307,0.000001313431,0.0009582448,0.001443875,0.0001182926],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865897,0.001220924,0.00005165297,0.003148635,0.0004544367,0.008294625,0.000009822301,0.0001509652,0.0000792875],"genre_scores_gemma":[0.9949095,0.001215221,0.0007910642,0.0009046667,0.0002361528,0.001472032,0.00003179532,0.00001017064,0.0004293829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03391032,"threshold_uncertainty_score":0.4525829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03233073654759115,"score_gpt":0.3917453201339496,"score_spread":0.3594145835863584,"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."}}