{"id":"W4323340952","doi":"10.2196/preprints.44370","title":"Improving Mental Health Literacy and Reducing Psychological Problems Among Teachers in Zambia: Protocol for Implementation and Evaluation of a Wellness4Teachers Email Messaging Program (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Dalhousie University; University of Alberta","funders":"","keywords":"Mental health; Mental health literacy; Anxiety; Burnout; Depression (economics); Stressor; Psychology; Psychological resilience; Medicine; Psychological intervention; Clinical psychology; Psychiatry; Mental illness; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02635494,0.002627669,0.003499805,0.002257622,0.005498907,0.002836293,0.003534208,0.004122484,0.04770345],"category_scores_gemma":[0.02163854,0.002863575,0.004674418,0.001524823,0.001657373,0.00234892,0.003203369,0.00592044,0.006652878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008340147,"about_ca_system_score_gemma":0.03277097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01136979,"about_ca_topic_score_gemma":0.02000604,"domain_scores_codex":[0.9856188,0.008222992,0.002413235,0.0008310779,0.001162352,0.001751567],"domain_scores_gemma":[0.9858416,0.002661859,0.00241355,0.001274451,0.005150245,0.002658315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.2181503,0.1676061,0.01231593,0.07007289,0.001729898,0.001564786,0.01300566,0.00753164,0.01316956,0.006141772,0.1132114,0.3754999],"study_design_scores_gemma":[0.3768265,0.1757862,0.1160275,0.03245196,0.001778509,0.0002574213,0.01443749,0.004520649,0.01118519,0.004832095,0.2611318,0.0007647615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00297158,0.00005985527,0.0004795398,0.0001464108,0.00009513345,0.9949785,0.0007405512,0.00003161309,0.0004967519],"genre_scores_gemma":[0.001473337,0.00006574629,0.001626568,0.00008055635,0.00001474586,0.9963181,0.0001388553,0.000001894223,0.0002802027],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04770345,"threshold_uncertainty_score":0.1595839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1041513020809071,"score_gpt":0.5352174209356675,"score_spread":0.4310661188547604,"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."}}