{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009833206,0.000173947,0.0001819183,0.0003077002,0.0005872534,0.0003238481,0.0004969886,0.0001054387,0.00003264697],"category_scores_gemma":[0.00007383927,0.0001491731,0.00001505079,0.0007254391,0.000261322,0.0006778521,0.0002339397,0.0003506142,0.000309789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006283057,"about_ca_system_score_gemma":0.00009574799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009107355,"about_ca_topic_score_gemma":0.00000875924,"domain_scores_codex":[0.9984567,0.0002680731,0.000201677,0.000463643,0.0002207178,0.0003892082],"domain_scores_gemma":[0.9988759,0.0003145999,0.0001010324,0.000513879,0.0001383586,0.00005621412],"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":[0.0002518946,0.0003042293,0.003934048,0.0001229655,0.0002868628,0.0009804524,0.03094638,0.002351657,0.07012613,0.6589444,0.1476625,0.08408853],"study_design_scores_gemma":[0.002991206,0.002581482,0.007423662,0.0004732348,0.00007129118,0.0003875745,0.001455341,0.282095,0.241374,0.4129948,0.04630528,0.001847114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06962425,0.0001735641,0.9268063,0.001694902,0.0002174586,0.0002810218,0.000001020879,0.0008465354,0.0003549368],"genre_scores_gemma":[0.9600412,0.00002190935,0.03873718,0.0002586817,0.00004528512,0.0001462367,0.000001586338,0.00002109324,0.0007268051],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.890417,"threshold_uncertainty_score":0.6083101,"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."}}