{"id":"W3010182988","doi":"10.1186/s13033-020-00343-0","title":"What about lay counselors’ experiences of task-shifting mental health interventions? Example from a family-based intervention in Kenya","year":2020,"lang":"en","type":"article","venue":"International Journal of Mental Health Systems","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Quality Enhancement Research Initiative; National Institute of Mental Health; Duke Global Health Institute, Duke University; Josiah Charles Trent Memorial Foundation; Washington University in St. Louis; Grand Challenges Canada; U.S. Department of Veterans Affairs","keywords":"Thematic analysis; Psychological intervention; Mental health; Focus group; Psychology; Burnout; Nursing; Applied psychology; Qualitative research; Medicine; Clinical psychology; Psychotherapist","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001666549,0.0002588353,0.0007973759,0.0003752192,0.000154013,0.0001527478,0.0006549465,0.00008674062,0.0004256298],"category_scores_gemma":[0.00001672681,0.000237767,0.0003565956,0.0002487756,0.0000813292,0.0007635804,0.00007418051,0.0003203825,0.0000266434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000953108,"about_ca_system_score_gemma":0.0001875682,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01230962,"about_ca_topic_score_gemma":0.0004192602,"domain_scores_codex":[0.9943264,0.0008110224,0.003062256,0.0003711279,0.001015631,0.0004136041],"domain_scores_gemma":[0.9960769,0.0001561027,0.003073002,0.000150925,0.0001763793,0.0003666356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.008997027,0.007455872,0.04338729,0.002815007,0.001402493,0.0001981155,0.7714947,0.0002374898,0.0006120901,0.001346808,0.02868472,0.1333684],"study_design_scores_gemma":[0.03028354,0.006772454,0.02695972,0.03528685,0.00003466008,0.0001657722,0.8816558,0.002792966,0.0004679773,0.00008307895,0.01483563,0.0006615447],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488419,0.02882944,0.0009796903,0.005922432,0.01413252,0.001002634,0.0002065187,0.0000217496,0.00006316797],"genre_scores_gemma":[0.9961298,0.0006779707,0.0002307409,0.001989115,0.0004853337,0.00007787414,0.0003243232,0.00002655856,0.00005832654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1327069,"threshold_uncertainty_score":0.9942675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09242791315493112,"score_gpt":0.4325899968935334,"score_spread":0.3401620837386022,"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."}}