{"id":"W4412825792","doi":"10.1080/15548732.2025.2538016","title":"Strategies for utilizing research findings for policy, program design and practice in child and family social services: a synthesis of the literature","year":2025,"lang":"en","type":"article","venue":"Journal of Public Child Welfare","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child, Adolescent and Family Mental Health; Casey House","funders":"William T. Grant Foundation; Annie E. Casey Foundation; Casey Family Programs","keywords":"Social work; Psychology; Social Welfare; Process management; Medical education; Business; Medicine; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01655071,0.00009952706,0.0002719312,0.000802725,0.0007301968,0.001203213,0.0004969078,0.0001055475,0.00000484469],"category_scores_gemma":[0.005725185,0.00005876182,0.0001026993,0.001550032,0.0001268096,0.001298598,0.0001176259,0.0003476833,7.912361e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000059848,"about_ca_system_score_gemma":0.0005828862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001815569,"about_ca_topic_score_gemma":0.00006875018,"domain_scores_codex":[0.9972539,0.0007086926,0.0006531402,0.0001890338,0.0009561482,0.0002391184],"domain_scores_gemma":[0.9940764,0.003477929,0.0004369623,0.0001514673,0.001803448,0.00005375177],"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":[0.001270152,0.0007518816,0.007139819,0.001041629,0.0002717853,0.000003254822,0.03535039,0.0001415912,0.0001558039,0.3279565,0.004376964,0.6215402],"study_design_scores_gemma":[0.003740542,0.0008375127,0.2945042,0.002491999,0.0001047114,0.0001851895,0.2552328,0.005923549,0.0002043985,0.06033828,0.3761693,0.0002675442],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2700111,0.004648935,0.00250888,0.7038783,0.0003429293,0.003364321,0.000087289,0.00001551096,0.01514281],"genre_scores_gemma":[0.9958207,0.0001948045,0.00328931,0.0004844069,0.0001139143,0.00005994781,0.000001129162,0.000005991785,0.00002980778],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7258096,"threshold_uncertainty_score":0.9998336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1987484423671498,"score_gpt":0.5216137589545232,"score_spread":0.3228653165873734,"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."}}