{"id":"W7144358338","doi":"10.71465/ajainn681","title":"Using AI to Improve Social Services with Neural Networks","year":2025,"lang":"","type":"article","venue":"American Journal of Artificial Intelligence and Neural Networks","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Field (mathematics); Social Welfare; Artificial neural network; Service (business); Resource (disambiguation); Social network (sociolinguistics); Service provider","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":[0.00168687,0.0008881718,0.0005812669,0.001214625,0.0006862757,0.001727484,0.001053217,0.001228146,0.00334319],"category_scores_gemma":[0.007753754,0.0003151859,0.0005038801,0.001156408,0.0007752192,0.002376115,0.001427738,0.00179399,0.0005244306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001607274,"about_ca_system_score_gemma":0.001361685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01340003,"about_ca_topic_score_gemma":0.01598533,"domain_scores_codex":[0.999337,0.0002709439,0.00004173331,0.0001146959,0.0001634237,0.00007214343],"domain_scores_gemma":[0.9983497,0.001097616,0.0001440391,0.00009632766,0.0002557703,0.00005660683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001364548,0.0003989909,0.00604624,0.0003235693,0.0002161073,0.0001787742,0.0003679826,0.6313021,0.002085423,0.0520696,0.007717912,0.2991568],"study_design_scores_gemma":[0.00001461123,0.00004032114,0.0004107181,0.00004650012,0.00002945999,0.00001850034,0.00006257401,0.9659046,0.0005916566,0.03007161,0.002797869,0.00001166946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08323973,0.004395096,0.8586106,0.0114211,0.000528529,0.0002695685,0.0002296429,0.00193782,0.0393679],"genre_scores_gemma":[0.8059995,0.002914961,0.1822763,0.001265673,0.0002507547,0.0002310411,0.0002156528,0.00008757312,0.006758478],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01340003,"threshold_uncertainty_score":0.02664411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0416969442364742,"score_gpt":0.3770802242143553,"score_spread":0.3353832799778811,"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."}}