{"id":"W4417483662","doi":"10.2196/86837","title":"Authors’ Reply: Involving Health, Technology, and Financial Stakeholders in Co-Designing Digital Pathways for Value-Based Care","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital health; Workforce; Stakeholder; Health care; eHealth; Stakeholder engagement; Telehealth; Health data","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":[0.01186794,0.000984731,0.001414134,0.0008407968,0.004467207,0.005463182,0.002956893,0.042469,0.009620345],"category_scores_gemma":[0.1075447,0.0008040979,0.00164687,0.0008754177,0.006585983,0.006798469,0.003563618,0.0510676,0.005702611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004472814,"about_ca_system_score_gemma":0.01118182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006274762,"about_ca_topic_score_gemma":0.006949598,"domain_scores_codex":[0.9905799,0.002870684,0.001530107,0.00135648,0.002763947,0.0008987926],"domain_scores_gemma":[0.9211136,0.04610611,0.003808398,0.001885435,0.02236561,0.004720877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003181897,0.00001391414,0.0003778843,0.0001087416,0.00001365359,0.0003220923,0.0009299726,0.00006582784,0.0001261562,0.00279845,0.991151,0.004060429],"study_design_scores_gemma":[0.00006896999,0.0000841018,0.001002623,0.0007972972,0.00005435326,0.001979887,0.005341571,0.0004707071,0.0007188168,0.008999282,0.9802464,0.0002360138],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001891855,0.0003456037,0.0001988432,0.9830182,0.01574344,0.000008214155,0.00004101934,0.00003434286,0.0004212336],"genre_scores_gemma":[0.002714998,0.0004537337,0.000469058,0.9838721,0.01045557,0.00003446851,0.00001631728,0.00003070149,0.001953007],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.042469,"threshold_uncertainty_score":0.06276441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.446835478711073,"score_gpt":0.5173803104067547,"score_spread":0.07054483169568171,"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."}}