{"id":"W4407003749","doi":"10.1111/eip.70002","title":"An Argument for More High‐Quality Research Focused on Mental Health in the Post‐Secondary Context","year":2025,"lang":"en","type":"editorial","venue":"Early Intervention in Psychiatry","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Office of Nuclear Energy Technologies; Economic and Social Research Council","keywords":"Mental health; Context (archaeology); Stressor; Argument (complex analysis); Psychology; Face (sociological concept); Social isolation; Quality (philosophy); Social environment; Public relations; Political science; Medicine; Sociology; Psychiatry; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01554075,0.0002530153,0.0005589922,0.0005341321,0.0008864701,0.0003303911,0.001075532,0.0006490871,0.0002780889],"category_scores_gemma":[0.0009442403,0.0002199256,0.0004493501,0.0004694011,0.0002382184,0.0002373428,0.00006039643,0.001993854,0.0000168074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001199409,"about_ca_system_score_gemma":0.002761273,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1815455,"about_ca_topic_score_gemma":0.3658507,"domain_scores_codex":[0.9915361,0.004162604,0.001286545,0.0006405184,0.001416831,0.0009573695],"domain_scores_gemma":[0.9969916,0.001662328,0.0003769282,0.0005207323,0.000275468,0.0001729207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004187403,0.0007839414,0.003861987,0.0008953135,0.00002554458,5.805096e-7,0.01211059,2.6884e-7,1.675545e-8,0.04852084,0.9190723,0.01430983],"study_design_scores_gemma":[0.0030407,0.001315147,0.08840032,0.002517222,0.000006063933,4.239906e-8,0.03749646,0.000001063457,2.134471e-7,0.01006105,0.8569176,0.0002440955],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.01999061,0.002060212,0.00001663464,0.142765,0.8287051,0.003283075,0.001719918,0.00004325127,0.001416167],"genre_scores_gemma":[0.1967818,0.001152801,0.0005765255,0.0224844,0.7602617,0.002912827,0.004451602,0.0001322271,0.01124616],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1843052,"threshold_uncertainty_score":0.8968306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04770427699303522,"score_gpt":0.4863609478770226,"score_spread":0.4386566708839874,"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."}}