{"id":"W4322493062","doi":"10.1080/15710882.2022.2160464","title":"Whom do we include and when? participatory design with vulnerable groups","year":2023,"lang":"en","type":"article","venue":"CoDesign","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"George Brown College","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Stakeholder; Inclusion (mineral); Participatory design; Participatory planning; Citizen journalism; Stakeholder engagement; Context (archaeology); Project stakeholder; Public relations; Work (physics); Participatory action research; Public sector; Knowledge management; Psychology; Sociology; Business; Political science; Engineering; Project planning; Project management; Social psychology; Project charter; Environmental planning; Computer science; Geography; Operations management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09000172,0.0009769106,0.001080937,0.002614165,0.01479762,0.01304522,0.002987176,0.00473563,0.006944529],"category_scores_gemma":[0.08684315,0.0009832685,0.001087375,0.002266505,0.02473314,0.01934693,0.01805582,0.005362886,0.001354024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005891867,"about_ca_system_score_gemma":0.01362498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002692222,"about_ca_topic_score_gemma":0.003178767,"domain_scores_codex":[0.8290023,0.156078,0.002369486,0.003927371,0.004974196,0.003648721],"domain_scores_gemma":[0.9406717,0.04331316,0.00307348,0.004825806,0.00369104,0.004424807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001934931,0.0001960385,0.004243612,0.0007423434,0.00005039445,0.0005278899,0.7873098,0.0006157263,0.001516107,0.1172387,0.005328293,0.08203762],"study_design_scores_gemma":[0.0001486282,0.0002959186,0.001183474,0.002357915,0.00007030801,0.0004170269,0.5335934,0.001254566,0.00225677,0.2284556,0.2298457,0.000120544],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2723589,0.004827249,0.349446,0.2260533,0.002295433,0.007236082,0.0003739646,0.0005303656,0.1368787],"genre_scores_gemma":[0.8477716,0.002474324,0.1216474,0.008207509,0.0001797202,0.008326274,0.00009064243,0.0001893357,0.01111315],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09000172,"threshold_uncertainty_score":0.4759803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09113719048151903,"score_gpt":0.2972647353122831,"score_spread":0.2061275448307641,"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."}}