{"id":"W4294578527","doi":"10.3233/shti220858","title":"Developing Innovative Solutions for Universal Design in Healthcare and Other Sectors","year":2022,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Health care; Residence; Universal design; Design for All; Quarter (Canadian coin); Engineering; Medical education; Knowledge management; Computer science; Medicine; Political science; Geography; Sociology","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":[0.00183329,0.0001289807,0.0002882907,0.001366401,0.001097684,0.000009233515,0.0001345464,0.0001191135,0.000001561307],"category_scores_gemma":[0.0002926344,0.0001340938,0.000007626802,0.002670339,0.0004702158,0.0002345581,0.0007691171,0.0004482536,5.543341e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003704947,"about_ca_system_score_gemma":0.0001411881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000743162,"about_ca_topic_score_gemma":0.0001103347,"domain_scores_codex":[0.998795,0.00002462263,0.0005537729,0.0001293882,0.00007351306,0.0004236986],"domain_scores_gemma":[0.9994051,0.00009778496,0.0002844433,0.00007972716,0.0001290118,0.000003862461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002338627,0.00001570886,0.04825709,0.0005458902,0.00002465809,9.501389e-7,0.00386822,0.0000284816,2.061275e-7,0.9386401,0.0003814521,0.00821392],"study_design_scores_gemma":[0.002123802,0.0002135767,0.01154896,0.0002478808,0.000006443893,0.0000121692,0.2907417,0.004007355,0.00001181511,0.6001518,0.09040086,0.0005336074],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7694498,0.007297271,0.06531827,0.1468046,0.00182185,0.006552012,0.00004539904,0.0008454385,0.00186538],"genre_scores_gemma":[0.9709353,0.0002706849,0.01964048,0.008589405,0.00002327893,0.0005053408,0.000007913662,0.00001179079,0.00001574217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3384882,"threshold_uncertainty_score":0.8442611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.139117136668732,"score_gpt":0.339248435505931,"score_spread":0.2001312988371991,"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."}}