{"id":"W4409528806","doi":"10.1016/j.chipro.2025.100161","title":"Scaling a parenting program to reduce child maltreatment in Tanzania: The role of facilitator fidelity in adolescent and parent outcomes","year":2025,"lang":"en","type":"article","venue":"Child Protection and Practice","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Alberta","funders":"H2020 European Research Council; European Research Council; Medical Research Council; Wolfson Foundation; Horizon 2020 Framework Programme; Rhodes Scholarships; Chief Scientist Office; Social Sciences and Humanities Research Council of Canada; National Research Foundation; Hertford College, University of Oxford; UK Research and Innovation; Centre for the Development and Evaluation of Complex Interventions for Public Health Improvement; Research England; Health and Care Research Wales; Llywodraeth Cymru; European Commission","keywords":"Facilitator; Tanzania; Fidelity; Psychology; Developmental psychology; Human factors and ergonomics; Poison control; Medicine; Medical emergency; Social psychology; Computer science; Sociology; Socioeconomics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007386598,0.0001469269,0.0002187864,0.0001433485,0.0001560825,0.00004518438,0.00006819017,0.00007654459,0.00002148783],"category_scores_gemma":[0.0005020732,0.0001101341,0.00003922085,0.0003533378,0.00003782861,0.000108033,0.00006091249,0.0003923179,0.000005094906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004535112,"about_ca_system_score_gemma":0.00001707292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001438942,"about_ca_topic_score_gemma":0.0004784786,"domain_scores_codex":[0.9985744,0.0003774879,0.0003760832,0.0003629474,0.0001041641,0.0002048731],"domain_scores_gemma":[0.999305,0.0002538523,0.0001223042,0.0002312384,0.00003779738,0.00004978268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001274284,0.001662489,0.1503001,0.0001055942,0.0001519484,0.000007202595,0.009637029,0.00003283976,0.00005792152,0.00169452,0.00004440572,0.8350317],"study_design_scores_gemma":[0.00148707,0.0001349756,0.9461034,0.0003678415,0.00004687275,0.00004457614,0.008036632,0.0000564363,0.0003105771,0.0002031264,0.0430855,0.000122973],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622617,0.004002529,0.0001165911,0.02024703,0.0002227548,0.003085933,0.000009733266,0.00004977413,0.01000396],"genre_scores_gemma":[0.9986471,0.0001115294,0.0001351484,0.0006166124,0.0000222774,0.0004095513,0.000001865584,0.000006893703,0.00004905296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8349087,"threshold_uncertainty_score":0.4491137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03510806919012754,"score_gpt":0.3571446087620323,"score_spread":0.3220365395719048,"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."}}