{"id":"W4413353463","doi":"10.4102/sajhrm.v23i0.3053","title":"Strategies for sustainable adoption of e-health tools for digital mental health services","year":2025,"lang":"en","type":"article","venue":"SA Journal of Human Resource Management","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"","keywords":"Mental health; Business; Digital health; Psychology; Marketing; Health care; Economic growth; Economics; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02908454,0.0005928069,0.0003184489,0.001722714,0.003218254,0.009196657,0.002247603,0.003054931,0.007828749],"category_scores_gemma":[0.04654154,0.0003663387,0.0009748557,0.001444539,0.003932924,0.007877276,0.01437542,0.003684637,0.001383591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004853588,"about_ca_system_score_gemma":0.03049286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003843351,"about_ca_topic_score_gemma":0.005597638,"domain_scores_codex":[0.975675,0.01677453,0.001020197,0.0006746975,0.002987646,0.002867967],"domain_scores_gemma":[0.9690074,0.01391667,0.003831172,0.001962703,0.004887679,0.006394344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000126391,0.002044153,0.06272659,0.006459991,0.0002038353,0.001766314,0.1294961,0.001592348,0.00495834,0.04776007,0.03659557,0.7062704],"study_design_scores_gemma":[0.0001352872,0.00155044,0.080387,0.01633665,0.0002182488,0.001418283,0.3684354,0.003559593,0.007707122,0.0498477,0.4701813,0.0002228811],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5057373,0.007734659,0.04765564,0.3197601,0.0008912578,0.00442262,0.0004891205,0.0009040412,0.1124053],"genre_scores_gemma":[0.9312343,0.003697717,0.04772805,0.01066774,0.0001176363,0.001194623,0.0001595478,0.00005760698,0.005142697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02908454,"threshold_uncertainty_score":0.1538156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03048474303517413,"score_gpt":0.3895407332354459,"score_spread":0.3590559902002718,"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."}}