{"id":"W4409597243","doi":"10.2196/63903","title":"An Ecosystem Approach to Developing and Implementing a Cocreated Bachelor’s Degree in Digital Health and Biomedical Innovation","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Bachelor; Degree (music); Digital health; Computer science; Health care; Geography; World Wide Web; Economics; Economic growth; Physics","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":[0.01191518,0.0003998537,0.0002048822,0.001509253,0.006553428,0.01112876,0.001563241,0.001490872,0.00667491],"category_scores_gemma":[0.006443558,0.0002733029,0.0005256512,0.0008853328,0.00525284,0.003334247,0.01269437,0.001888196,0.001037861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009762325,"about_ca_system_score_gemma":0.03626376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004268936,"about_ca_topic_score_gemma":0.01609791,"domain_scores_codex":[0.9910862,0.005604458,0.0002268333,0.0005428112,0.0008342558,0.001705441],"domain_scores_gemma":[0.9937134,0.001260631,0.0007013865,0.0005150823,0.0008085425,0.003000919],"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":[0.0001672764,0.007424518,0.1106621,0.0008918956,0.00008303393,0.001302939,0.0815381,0.00311409,0.005770817,0.2631483,0.01903548,0.5068614],"study_design_scores_gemma":[0.0001606526,0.002662962,0.09724989,0.0018097,0.00009592319,0.001341071,0.2333311,0.01099307,0.009003102,0.0732253,0.5700132,0.0001141242],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.593448,0.002134242,0.08520106,0.04057952,0.0008049687,0.00229664,0.0001089708,0.000454532,0.2749719],"genre_scores_gemma":[0.904328,0.0007998185,0.07101108,0.002473352,0.00006862522,0.0008873759,0.00008520502,0.00004596072,0.02030048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01191518,"threshold_uncertainty_score":0.070831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0158904479925628,"score_gpt":0.3071798016023774,"score_spread":0.2912893536098146,"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."}}