{"id":"W4413366237","doi":"10.5334/ijic.nacic24076","title":"Fostering Equity & Accessibility Through Community Co-Design.","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Equity (law); Business; Co-design; Computer science; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00123171,0.0001715243,0.000255003,0.0003698798,0.0002813687,0.0002767671,0.001382924,0.0001689286,0.0001943395],"category_scores_gemma":[0.0009730213,0.0001435201,0.000121272,0.0005234433,0.0001838333,0.0009259217,0.001106848,0.0009774154,0.00004104831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007331747,"about_ca_system_score_gemma":0.0002799173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003452729,"about_ca_topic_score_gemma":0.0001419475,"domain_scores_codex":[0.9986258,0.00008362318,0.0006097522,0.0001271362,0.0003820502,0.0001716244],"domain_scores_gemma":[0.9962063,0.0001029211,0.0005229029,0.0001959022,0.002965466,0.000006436979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002054615,0.001159539,0.1443277,0.0005916381,0.002922295,0.0001109875,0.008821297,0.0002746227,0.009193731,0.2598536,0.08312206,0.487568],"study_design_scores_gemma":[0.003237475,0.00004774715,0.03478793,0.001517691,0.0001752903,0.00003750561,0.0411077,0.00009621076,0.01753894,0.5718327,0.328776,0.0008448801],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6302303,0.0002596082,0.1947536,0.002271576,0.003573374,0.0002540786,0.00001794669,0.0001305875,0.1685089],"genre_scores_gemma":[0.9920297,0.00001514753,0.0050026,0.002386056,0.0002493921,0.000007894899,0.00008608355,0.00001018012,0.000213005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4867231,"threshold_uncertainty_score":0.5852579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1325641244665433,"score_gpt":0.393122613524171,"score_spread":0.2605584890576277,"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."}}