{"id":"W4407894427","doi":"10.70818/ijarhs.v04i01.2025.0250102","title":"Digital Mental Health Interventions in the Post-Pandemic World: Comprehensive Review","year":2025,"lang":"en","type":"article","venue":"International Journal of Advanced Research and Higher Studies","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Mental health; Psychological intervention; Coronavirus disease 2019 (COVID-19); Political science; Psychology; Medicine; Psychiatry; Infectious disease (medical specialty); Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002127564,0.0008519121,0.001775043,0.003288066,0.0005005591,0.002010474,0.001297936,0.001581551,0.007178057],"category_scores_gemma":[0.01147596,0.0003305183,0.002169029,0.003083965,0.0004640345,0.001359639,0.001205353,0.001259818,0.0005086537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001563824,"about_ca_system_score_gemma":0.005791259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004239596,"about_ca_topic_score_gemma":0.01036058,"domain_scores_codex":[0.9989387,0.000425475,0.0002498486,0.00009538922,0.0002270827,0.00006351941],"domain_scores_gemma":[0.9919003,0.006946303,0.0005719772,0.00007601573,0.0003759907,0.000129455],"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":[0.000162915,0.0001253389,0.0002870016,0.3615531,0.0008742161,0.0000629819,0.0003797096,0.0002827001,0.0001261099,0.001844591,0.008809449,0.625492],"study_design_scores_gemma":[0.0001547164,0.0003615698,0.003800321,0.7141311,0.00563417,0.0004963137,0.0005850671,0.0002151087,0.0002586716,0.001585635,0.2727372,0.0000401444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002610116,0.9987479,0.00006085493,0.0002461698,0.00008858623,0.00004910224,0.0000360581,0.000004167112,0.0005061217],"genre_scores_gemma":[0.001922117,0.9974649,0.000192656,0.0002016537,0.00005471852,0.00006383847,0.00002910516,0.000001569739,0.00006944962],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007178057,"threshold_uncertainty_score":0.02401304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1971892361416187,"score_gpt":0.5878020638691233,"score_spread":0.3906128277275046,"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."}}