{"id":"W4410288392","doi":"10.2196/65594","title":"What Do We Know About Student Mental Health in UK Higher Education?: A Scoping Review of Trends, Gaps, and Research Directions (Preprint)","year":2024,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Mental health; Medical education; Psychology; Applied psychology; Medicine; Computer science; Psychiatry; World Wide Web","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":[0.04998057,0.001329608,0.006745377,0.04235886,0.001677563,0.007792092,0.002129295,0.00393715,0.005349326],"category_scores_gemma":[0.1659429,0.001892443,0.0058072,0.04260653,0.002027651,0.01105642,0.005719368,0.002379709,0.0007142819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01024666,"about_ca_system_score_gemma":0.04124503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02769984,"about_ca_topic_score_gemma":0.0609722,"domain_scores_codex":[0.9642997,0.0112617,0.01669507,0.001886755,0.004769101,0.001087779],"domain_scores_gemma":[0.8476074,0.1066556,0.02238016,0.002458717,0.01928638,0.001611668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000149598,0.00003048659,0.002511218,0.7352579,0.001462675,0.000161292,0.003041202,0.0001837429,0.0001837009,0.001243087,0.007500548,0.2482746],"study_design_scores_gemma":[0.00001756893,0.00006484713,0.003274431,0.9638349,0.002093316,0.0001412446,0.001235977,0.00005420237,0.00005015267,0.0003112887,0.02890101,0.00002101719],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00120123,0.993818,0.0003077211,0.002843367,0.0003316563,0.0003347756,0.0006561253,0.00001231484,0.0004948277],"genre_scores_gemma":[0.009080471,0.9869066,0.001006395,0.001196501,0.0001575976,0.001069213,0.000470019,0.000009624513,0.0001035244],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04998057,"threshold_uncertainty_score":0.2643257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4869809486297377,"score_gpt":0.7365635518208107,"score_spread":0.2495826031910729,"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."}}