{"id":"W3196546591","doi":"10.2196/27896","title":"Using Co-design in Mobile Health System Development: A Qualitative Study With Experts in Co-design and Mobile Health System Development","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Government","keywords":"mHealth; Design science research; Knowledge management; Thematic analysis; Computer science; Systems design; Stakeholder; Exploratory research; Qualitative research; Information system; Process management; Engineering; Medicine; Nursing; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01613348,0.00101537,0.002837964,0.00114372,0.004138254,0.00006796383,0.0003427579,0.0005046192,0.00003186476],"category_scores_gemma":[0.00007144907,0.0009445337,0.00005107064,0.001884831,0.0001816565,0.0003304562,0.0001751199,0.001765318,0.00004739538],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008367253,"about_ca_system_score_gemma":0.04167087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003792193,"about_ca_topic_score_gemma":0.004025112,"domain_scores_codex":[0.9744788,0.01282118,0.005372342,0.002281028,0.001128331,0.003918365],"domain_scores_gemma":[0.990831,0.002095665,0.002297953,0.0009763397,0.0004113164,0.003387779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002797897,0.003744559,0.03591572,0.07747534,0.0001014514,0.0002027406,0.7860566,0.0006924275,0.00001383109,0.002328993,0.0029438,0.08772661],"study_design_scores_gemma":[0.01398299,0.005690801,0.02106306,0.008962148,0.00003217401,0.0002004459,0.9009238,0.002442009,0.0000247573,0.00002537091,0.04529911,0.001353375],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8756645,0.02328403,0.02167078,0.001219162,0.0004921414,0.07658774,0.0001165518,0.0006455657,0.0003195486],"genre_scores_gemma":[0.8571973,0.002200122,0.03460224,0.003259223,0.0001679148,0.1020561,0.0001850006,0.0001910904,0.0001410017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1148671,"threshold_uncertainty_score":0.9993005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1850376034239241,"score_gpt":0.5128204471593458,"score_spread":0.3277828437354217,"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."}}