{"id":"W4408216765","doi":"10.2196/59238","title":"Codevelopment of an mHealth App With Health Care Providers, Digital Health Experts, Community Partners, and Families for Childhood Obesity Management: Protocol for a Co-Design Process","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Digital health; Childhood obesity; Protocol (science); Mobile apps; Health care; Medicine; Nursing; Internet privacy; Obesity; Computer science; World Wide Web; Psychological intervention; Alternative medicine; Overweight","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06281626,0.003133849,0.003473264,0.003367829,0.005343079,0.003611089,0.003239715,0.0057145,0.09387776],"category_scores_gemma":[0.07186061,0.002432072,0.004665816,0.001936829,0.003190644,0.002992084,0.004044856,0.006323082,0.01947462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005141698,"about_ca_system_score_gemma":0.0327468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003575668,"about_ca_topic_score_gemma":0.00789737,"domain_scores_codex":[0.975211,0.01388425,0.003937772,0.001849803,0.003308035,0.001809227],"domain_scores_gemma":[0.9558131,0.01514989,0.002934442,0.006201245,0.01735812,0.002543304],"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":[0.03766556,0.02594117,0.00235147,0.08184739,0.0004996352,0.001779165,0.01645591,0.003743123,0.01119788,0.02144813,0.1397022,0.6573682],"study_design_scores_gemma":[0.07237752,0.02221972,0.0104606,0.05391383,0.000750843,0.0006067235,0.006713573,0.003254199,0.01013805,0.01811775,0.8008252,0.0006220156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0008212786,0.0001171107,0.00424594,0.0001362133,0.0001153055,0.9929535,0.0006488753,0.00007775034,0.0008841036],"genre_scores_gemma":[0.000376916,0.00007383904,0.006391526,0.0000702191,0.00001026973,0.9926168,0.00007172947,0.000006933715,0.0003817563],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09387776,"threshold_uncertainty_score":0.3322081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2560893707683342,"score_gpt":0.6375394007269146,"score_spread":0.3814500299585804,"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."}}