{"id":"W4411064866","doi":"10.4108/eetpht.11.9416","title":"Crowdsourcing Remote Co-design Towards Improving the Validity and Reliability of mHealth Application Development – A Case Study on Sleep Solved: A mHealth App Designed Virtually with Teens","year":2025,"lang":"en","type":"article","venue":"EAI Endorsed Transactions on Pervasive Health and Technology","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"SFU Community Trust Endowment Fund; Simon Fraser University; University of Bristol","keywords":"mHealth; Crowdsourcing; Reliability (semiconductor); Computer science; Validity; Psychology; World Wide Web; Clinical psychology; Psychometrics","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003711112,0.0005063494,0.0009717058,0.0009261218,0.00527538,0.00001645377,0.0003047896,0.0004972281,0.00001177874],"category_scores_gemma":[0.0002947997,0.0003837037,0.00005633272,0.001476118,0.0004481996,0.00009214789,0.00003329621,0.002024287,0.000009092624],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007610695,"about_ca_system_score_gemma":0.006588117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003395444,"about_ca_topic_score_gemma":0.00295008,"domain_scores_codex":[0.9937388,0.001564998,0.001805116,0.001237374,0.0004029422,0.0012508],"domain_scores_gemma":[0.9944878,0.002130589,0.0009525368,0.001244615,0.0005080884,0.0006764299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00254569,0.002380445,0.01511257,0.005682078,0.0001275953,0.00004805582,0.01661362,0.0002951335,0.000222568,0.002682735,0.0002648481,0.9540247],"study_design_scores_gemma":[0.07263192,0.07653904,0.1300113,0.005484185,0.00177266,0.002419823,0.5661492,0.0190126,0.007261222,0.00777172,0.1059362,0.005010133],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4012186,0.0003259679,0.5631238,0.01838796,0.0001541963,0.01613285,0.00006107183,0.0004368224,0.0001587411],"genre_scores_gemma":[0.9751076,0.0007042684,0.01154721,0.004300026,0.00003488694,0.008125215,0.00001681294,0.00005315956,0.000110901],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9490145,"threshold_uncertainty_score":0.9998615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04036563759865498,"score_gpt":0.3709381455846566,"score_spread":0.3305725079860016,"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."}}