{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03130743,0.0006904014,0.0004949452,0.001496657,0.005747804,0.003783769,0.00258196,0.002297727,0.003304363],"category_scores_gemma":[0.04307116,0.0005733144,0.001047299,0.0007452069,0.005982346,0.003210662,0.007571678,0.001795301,0.0008884574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002581735,"about_ca_system_score_gemma":0.004721308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003348778,"about_ca_topic_score_gemma":0.00507742,"domain_scores_codex":[0.9699044,0.02323486,0.0008398337,0.001409809,0.003556456,0.001054717],"domain_scores_gemma":[0.9555481,0.03343656,0.001929815,0.003834845,0.003763033,0.001487622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007063238,0.00340549,0.03645349,0.002870698,0.0001227957,0.01209253,0.7194376,0.002740265,0.0115464,0.01278502,0.006066093,0.1917733],"study_design_scores_gemma":[0.0007914786,0.008958464,0.03821505,0.003686721,0.000314504,0.009806554,0.6406916,0.01467502,0.03031807,0.01972083,0.2324191,0.0004025477],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9266857,0.0005508385,0.04566489,0.002634154,0.0001339719,0.004676857,0.0001566707,0.0001720169,0.01932492],"genre_scores_gemma":[0.9383717,0.0004184003,0.05301562,0.0005807793,0.00004424794,0.002312846,0.00007870758,0.0001121711,0.005065445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03130743,"threshold_uncertainty_score":0.1655715,"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."}}