{"id":"W4400413289","doi":"10.2196/58791","title":"Digital Interventions for Reducing Loneliness and Depression in Korean College Students: Mixed Methods Evaluation","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Education, India; National Research Foundation of Korea; Sungkyunkwan University; National Research Foundation","keywords":"Loneliness; Psychological intervention; Mental health; Psychology; Clinical psychology; Depression (economics); UCLA Loneliness Scale; Intervention (counseling); Medicine; Gerontology; Psychiatry","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":[0.01365987,0.001660625,0.003753878,0.002070877,0.001249333,0.001450086,0.001382423,0.001393348,0.00723847],"category_scores_gemma":[0.01257784,0.000727289,0.006845058,0.001662719,0.0007418603,0.001140275,0.001662718,0.0008692816,0.0003550948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002569395,"about_ca_system_score_gemma":0.004676211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003391949,"about_ca_topic_score_gemma":0.008275733,"domain_scores_codex":[0.990101,0.006543774,0.001524159,0.0005071358,0.0009312662,0.0003927316],"domain_scores_gemma":[0.9943112,0.002682929,0.001209906,0.0004179591,0.0008660435,0.0005121152],"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":[0.1656796,0.07693817,0.0108199,0.08059993,0.02848599,0.0002292994,0.002829734,0.0009586134,0.001669245,0.0007685314,0.002294454,0.6287266],"study_design_scores_gemma":[0.4555764,0.3758251,0.04958072,0.03127803,0.06371525,0.000172511,0.004859921,0.002819648,0.002891068,0.001197373,0.01178315,0.0003007917],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7752934,0.05318616,0.005382692,0.001237101,0.000763121,0.1563615,0.002900457,0.0002156774,0.004659934],"genre_scores_gemma":[0.7277923,0.03308398,0.0307897,0.001535206,0.0003836141,0.2033643,0.0008959534,0.00003490077,0.002119962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01365987,"threshold_uncertainty_score":0.07224119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2402576995727888,"score_gpt":0.6452021005987731,"score_spread":0.4049444010259843,"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."}}