{"id":"W2980381924","doi":"10.2196/15707","title":"Adults’ Preferences for Behavior Change Techniques and Engagement Features in a Mobile App to Promote 24-Hour Movement Behaviors: Cross-Sectional Survey Study","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vlaamse regering; Fonds Wetenschappelijk Onderzoek","keywords":"Psychological intervention; Psychology; Behavior change methods; Applied psychology; Behavior change; Behavioral pattern; Ranking (information retrieval); Intervention (counseling); Computer science; Social psychology; Information retrieval","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":[0.002421628,0.0002072893,0.0003552682,0.0006791331,0.0004679249,0.0007338711,0.0002269594,0.0005441912,0.001302482],"category_scores_gemma":[0.00386282,0.0003571252,0.0005615887,0.0007782803,0.0001995308,0.0007858846,0.0004904631,0.0007022293,0.0005494074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002077333,"about_ca_system_score_gemma":0.0002309381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002328287,"about_ca_topic_score_gemma":0.003748512,"domain_scores_codex":[0.9989774,0.0002695264,0.0001725785,0.0001671149,0.0002975117,0.0001158794],"domain_scores_gemma":[0.9976012,0.000572823,0.000710988,0.0001362513,0.0006854525,0.000293209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007087152,0.0003746132,0.9925227,0.00006504728,0.00006571989,0.00004763019,0.00199943,0.00002712614,0.0004059806,0.00001632202,0.0002246796,0.004179863],"study_design_scores_gemma":[0.00000808654,0.000632787,0.9959323,0.00002336297,0.00003549182,0.0001886752,0.002299729,0.0002142722,0.0001274492,0.00001083782,0.0005183722,0.000008686877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990273,0.00007885563,0.0001671614,0.00002864379,0.00000357306,0.00007621449,0.0002710597,0.000003309555,0.000343948],"genre_scores_gemma":[0.9985883,0.0001312117,0.0005152241,0.0001004163,0.000005849571,0.000113882,0.0002725624,0.000002768227,0.0002697257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002421628,"threshold_uncertainty_score":0.01280695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1839873714565359,"score_gpt":0.5010098095146329,"score_spread":0.317022438058097,"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."}}