{"id":"W4396851403","doi":"10.25300/misq/2023/17225","title":"Inclusion by Design: Requirements Elicitation with Digitally Marginalized Communities","year":2024,"lang":"en","type":"article","venue":"MIS Quarterly","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Inclusion (mineral); Requirements elicitation; Computer science; Knowledge management; Business; Process management; Sociology; Engineering; Human–computer interaction; Requirements analysis; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04188917,0.001401058,0.0009413586,0.002211455,0.005054749,0.005836277,0.002871978,0.002922412,0.003223992],"category_scores_gemma":[0.08719207,0.001058678,0.001102554,0.001662634,0.006411003,0.006445989,0.0105609,0.00273574,0.0006709638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004055505,"about_ca_system_score_gemma":0.006084618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002312189,"about_ca_topic_score_gemma":0.003561793,"domain_scores_codex":[0.9366195,0.0527924,0.001899783,0.002743153,0.004351161,0.001593937],"domain_scores_gemma":[0.8433148,0.1352528,0.004057784,0.008449497,0.007129685,0.001795401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007489662,0.001818148,0.009281837,0.00257171,0.0001002482,0.003110087,0.7121062,0.01410189,0.02449086,0.06787868,0.003623137,0.1601682],"study_design_scores_gemma":[0.0009310428,0.001989787,0.008153833,0.00205102,0.00016566,0.002332208,0.489033,0.09992174,0.03358396,0.2111844,0.1502151,0.0004383689],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5153935,0.0002766916,0.4509453,0.004397009,0.00008989777,0.005945661,0.0003977258,0.0003596954,0.02219454],"genre_scores_gemma":[0.6385198,0.0002113307,0.3515595,0.0006871484,0.00003092899,0.005660055,0.0003341051,0.0001397752,0.002857283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04188917,"threshold_uncertainty_score":0.2215338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03416248515412622,"score_gpt":0.2479530343608368,"score_spread":0.2137905492067106,"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."}}