{"id":"W4404518335","doi":"10.1609/aies.v7i1.31735","title":"Enhancing Equitable Access to AI in Housing and Homelessness System of Care through Federated Learning","year":2024,"lang":"en","type":"article","venue":"Proceedings of the AAAI/ACM Conference on AI Ethics and Society","topic":"Privacy-Preserving Technologies in Data","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Alberta","keywords":"Business; Nursing; Medicine","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":["scholarly_communication","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.001544644,0.0001936685,0.0003676883,0.00007523817,0.0004055013,0.001123316,0.006689122,0.0003079117,9.731141e-7],"category_scores_gemma":[0.005385893,0.0001534458,0.00006039052,0.0008730564,0.0002018809,0.001074488,0.03506807,0.001612132,4.845172e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001093273,"about_ca_system_score_gemma":0.0002303383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002024433,"about_ca_topic_score_gemma":0.00003610435,"domain_scores_codex":[0.9982709,0.00003473653,0.0003386166,0.0005727716,0.0004302869,0.0003526725],"domain_scores_gemma":[0.9981328,0.0003481139,0.0001575156,0.000735337,0.0005835803,0.00004264063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005682519,0.00008989512,0.01331645,0.02769331,0.0002205593,0.000008078706,0.1828544,0.000125976,0.1681752,0.5776434,0.006670727,0.02314523],"study_design_scores_gemma":[0.0008652819,0.0004973543,0.002360871,0.02504714,0.00007137201,0.0000290256,0.08439948,0.3507614,0.3603151,0.1740052,0.000497858,0.001149915],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9256358,0.001090933,0.02350022,0.04727029,0.0003288906,0.000504752,0.00001223183,0.0004214472,0.001235478],"genre_scores_gemma":[0.9852589,0.000560636,0.01376043,0.0003619666,0.00001413518,0.00001598846,7.206259e-7,0.00001459681,0.00001259418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4036382,"threshold_uncertainty_score":0.9999136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06855596140345653,"score_gpt":0.3470556726965147,"score_spread":0.2784997112930581,"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."}}