{"id":"W6989080961","doi":"","title":"Adolescent mental health: A public health concern a qualitative case study of expressive writing in diverse youth populations","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Mental Health via Writing","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fondation Brain Canada","keywords":"Mental health; Qualitative research; Public health; Ethnic group; Population","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.006559267,0.0004763109,0.000915217,0.001365095,0.01848652,0.006440726,0.001738695,0.001958393,0.002611227],"category_scores_gemma":[0.01155534,0.0006708851,0.0005049235,0.001506361,0.00798339,0.003140303,0.007699752,0.005329078,0.0001832023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004953546,"about_ca_system_score_gemma":0.009012409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02067057,"about_ca_topic_score_gemma":0.05394366,"domain_scores_codex":[0.9937075,0.004432663,0.0002094648,0.0002342165,0.0004972504,0.0009189331],"domain_scores_gemma":[0.9916072,0.005314383,0.0007617266,0.0001835996,0.0006112188,0.001521818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007351412,0.0001218163,0.008579878,0.00005838265,0.000004176399,0.002115188,0.9851912,0.00001223508,0.0001789771,0.0009226808,0.0004726741,0.002335526],"study_design_scores_gemma":[0.000001590797,0.00001689653,0.001600777,0.00007002708,0.000003544333,0.0004082998,0.995958,0.00001144357,0.00004900665,0.00008789171,0.001789803,0.000002597813],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908673,0.0004554929,0.0002777421,0.003517961,0.00007225402,0.0001241726,0.00003582794,0.00000568382,0.004643521],"genre_scores_gemma":[0.9959962,0.0007636454,0.0002698963,0.001019335,0.00002097784,0.0001223732,0.0000221137,0.00001120811,0.001774194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02067057,"threshold_uncertainty_score":0.0411005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.245414655495596,"score_gpt":0.4548266352348482,"score_spread":0.2094119797392522,"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."}}