{"id":"W4225146226","doi":"10.1177/17456916211049362","title":"A Community-Embedded Implementation Model for Mental-Health Interventions: Reaching the Hardest to Reach","year":2022,"lang":"en","type":"article","venue":"Perspectives on Psychological Science","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fogarty International Center; National Institute of Mental Health; Duke Global Health Institute, Duke University; Grand Challenges Canada","keywords":"Psychological intervention; Mental health; Public relations; Intervention (counseling); Psychology; Political science; Psychiatry","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004786687,0.0001660098,0.000192714,0.0001926736,0.006443554,0.0000962906,0.001147692,0.0000228854,0.0008878307],"category_scores_gemma":[0.00007771531,0.0001154222,0.0001412061,0.0007750428,0.0002882505,0.0001427855,0.0002945354,0.0005411781,0.00004210058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000951934,"about_ca_system_score_gemma":0.00002914592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004012913,"about_ca_topic_score_gemma":0.00009815041,"domain_scores_codex":[0.9970384,0.0008353952,0.0003722869,0.000705798,0.000452801,0.0005953842],"domain_scores_gemma":[0.9987291,0.0001953591,0.000195331,0.0006422682,0.00005097868,0.000187021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001709371,0.009564327,0.0007907532,0.00003864304,0.00006759469,0.000002878926,0.4962233,0.0004635372,0.0009990497,0.1941743,0.05571246,0.2402537],"study_design_scores_gemma":[0.004550846,0.01361958,0.09436286,0.00008566864,0.00002869504,0.00005193915,0.8607967,0.003149793,0.00004681137,0.017746,0.00493371,0.0006273118],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9462746,0.0003248784,0.005917605,0.0325734,0.001132301,0.004063238,0.0002762706,0.0001351089,0.009302607],"genre_scores_gemma":[0.9893531,0.00001320036,0.001816726,0.005425095,0.00003862729,0.002102413,0.00004198144,0.00001233093,0.001196479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3645735,"threshold_uncertainty_score":0.9948499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2201538795464236,"score_gpt":0.566637907913093,"score_spread":0.3464840283666694,"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."}}