{"id":"W4211011197","doi":"10.2196/35799","title":"Integrating Behavioral Science and Design Thinking to Develop Mobile Health Interventions: Systematic Scoping Review","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; Hamilton Health Sciences; Population Health Research Institute; Trillium Health Centre; McMaster University; Public Health Ontario","funders":"","keywords":"mHealth; CINAHL; PsycINFO; Psychological intervention; Design science; Checklist; Systematic review; Psychology; Applied psychology; MEDLINE; Computer science; Knowledge management; Medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01074819,0.0002649866,0.0008364739,0.0005314719,0.002492187,0.0001388734,0.0004337165,0.00003788972,0.0001399527],"category_scores_gemma":[0.0002983896,0.000259461,0.00006835556,0.001981216,0.000164419,0.0003050381,0.0005363008,0.000513766,0.0000365058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001239072,"about_ca_system_score_gemma":0.00202262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005551406,"about_ca_topic_score_gemma":0.0001606347,"domain_scores_codex":[0.9943138,0.001193013,0.001885148,0.0008014909,0.0007449377,0.00106166],"domain_scores_gemma":[0.9972531,0.0002405444,0.0008069744,0.0004441705,0.0002499579,0.00100521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001033146,0.001315332,0.0004961295,0.8199967,0.00002142781,0.00001953099,0.01629819,0.000005339038,0.000002423614,0.0196765,0.005617643,0.1364474],"study_design_scores_gemma":[0.00159416,0.02079325,0.003937828,0.9446521,0.0001735704,0.001152551,0.02457418,0.0001294632,0.000006983811,0.001422368,0.0005455189,0.00101801],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2325471,0.6393399,0.01388589,0.02159537,0.006953948,0.08280059,0.0003089015,0.0009671145,0.001601148],"genre_scores_gemma":[0.9434862,0.001556237,0.01056827,0.01966116,0.00006540764,0.02420699,0.0000335496,0.00007389903,0.0003483582],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.710939,"threshold_uncertainty_score":0.9999858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1970567637168362,"score_gpt":0.5303387665721697,"score_spread":0.3332820028553335,"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."}}