{"id":"W4402841960","doi":"10.1177/20552076241283242","title":"Sleep well, worry less: A co-design study for the development of the SMILE app","year":2024,"lang":"en","type":"article","venue":"Digital Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Izaak Walton Killam Health Centre; Acadia University; Dalhousie University","funders":"Dalhousie University; Dalhousie Medical Research Foundation","keywords":"Anxiety; Psychoeducation; Worry; Mental health; Psychology; Journaling file system; Psychological intervention; Intervention (counseling); Sleep (system call); Population; Clinical psychology; Psychiatry; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008163461,0.0001780561,0.0002341348,0.00008001859,0.0003104041,0.0001508649,0.0004567508,0.00004607814,0.0001033357],"category_scores_gemma":[0.00002804301,0.0001070048,0.0001714212,0.0003301416,0.0001028981,0.00017861,0.0001023261,0.0001883486,0.0005026938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000229826,"about_ca_system_score_gemma":0.0003294848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000475885,"about_ca_topic_score_gemma":0.0001002246,"domain_scores_codex":[0.9979759,0.0001071274,0.0008088962,0.0003544447,0.0002814201,0.0004721974],"domain_scores_gemma":[0.9985288,0.0006826032,0.0001568515,0.0004707994,0.00004063238,0.0001203297],"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":[0.0001919701,0.002363768,0.001012223,0.0006282353,0.000265566,0.000003328909,0.01157387,0.000009707658,5.948439e-7,0.01060343,0.0497821,0.9235652],"study_design_scores_gemma":[0.004278706,0.008953212,0.08044706,0.002264675,0.0001178127,0.00007198301,0.07604861,0.001071119,0.0004703651,0.01128751,0.8139027,0.001086227],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4317901,0.01869357,0.1848797,0.02624126,0.02940322,0.04577304,0.003150408,0.001611289,0.2584573],"genre_scores_gemma":[0.9894788,0.000001175794,0.0002404752,0.0004204728,0.00007823549,0.000849252,0.00001829874,0.00004349564,0.008869845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.922479,"threshold_uncertainty_score":0.6461279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1067853619831612,"score_gpt":0.4319213673839319,"score_spread":0.3251360054007707,"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."}}