{"id":"W4386305448","doi":"10.1111/eip.13458","title":"Acceptability and utility of digital well‐being and mental health support for university students: A pilot study","year":2023,"lang":"en","type":"article","venue":"Early Intervention in Psychiatry","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Public Health Ontario; University of Toronto; Queen's University","funders":"Canadian Institutes of Health Research; Mach-Gaensslen Foundation of Canada","keywords":"Mental health; Anxiety; Attrition; Psychology; Depression (economics); Well-being; Demographics; Mental health care; Emotional support; Medicine; Clinical psychology; Social support; Psychiatry; Social psychology; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00617949,0.0003628012,0.0004254082,0.0004512145,0.0005913509,0.001391782,0.0004927508,0.000555919,0.003093507],"category_scores_gemma":[0.01602427,0.000239723,0.0007383392,0.0002919509,0.0004175806,0.000834345,0.001260326,0.0009970455,0.0004923222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004888123,"about_ca_system_score_gemma":0.0007316536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009579271,"about_ca_topic_score_gemma":0.001695563,"domain_scores_codex":[0.9969055,0.001549648,0.00024988,0.0002139713,0.0007564978,0.000324375],"domain_scores_gemma":[0.9913422,0.003586479,0.001331844,0.0005444219,0.001654596,0.001540479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007084077,0.03718702,0.6048727,0.0008545431,0.0002934882,0.0007561459,0.03451717,0.0006240343,0.01102897,0.000243564,0.001720581,0.3008178],"study_design_scores_gemma":[0.0007250537,0.1206961,0.8285675,0.0002120422,0.0002623796,0.0009926853,0.03188067,0.002492531,0.006480292,0.0001707578,0.007384169,0.0001358583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992728,0.00001695045,0.0001040503,0.00003072657,0.000003852992,0.0001705444,0.00003609994,0.000005932179,0.0003590066],"genre_scores_gemma":[0.9983156,0.00006355271,0.0007574122,0.00005120889,0.000009766593,0.0003467046,0.00006178555,0.000004203293,0.0003897645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00617949,"threshold_uncertainty_score":0.03268069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03330595134284492,"score_gpt":0.3947923577071191,"score_spread":0.3614864063642741,"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."}}