{"id":"W4413063833","doi":"10.1145/3715335.3736320","title":"Positionality as a Participatory Design Tool: Reflections from a Pilot Study","year":2025,"lang":"en","type":"article","venue":"","topic":"Persona Design and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Participatory design; Citizen journalism; Computer science; Human–computer interaction; Engineering; World Wide Web; Operations management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002514063,0.00008324083,0.00009026678,0.00006460607,0.0002747605,0.0001364428,0.0004333385,0.00001681051,0.00008891774],"category_scores_gemma":[0.00002725461,0.00007760675,0.0000232443,0.0005145973,0.00002581469,0.0001919025,0.0001060739,0.0000775236,0.0002786468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005279016,"about_ca_system_score_gemma":0.0001862622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007385579,"about_ca_topic_score_gemma":0.0001069145,"domain_scores_codex":[0.9990281,0.0001641388,0.0001636122,0.0003449196,0.0001515723,0.0001476276],"domain_scores_gemma":[0.9991313,0.0002127687,0.00002437236,0.0005141338,0.00006554205,0.00005191466],"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":[0.00004706966,0.00437287,0.001509649,0.000002449536,0.0001456995,0.000009851285,0.001160173,0.00009025897,0.03539969,0.9350157,0.01829084,0.003955776],"study_design_scores_gemma":[0.002575194,0.002868075,0.2240047,0.00003641517,0.0001626703,0.000008935045,0.0009501528,0.05778265,0.01407969,0.6768841,0.01969738,0.0009499977],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03712336,0.00002660185,0.9475526,0.001950282,0.00007843086,0.0003891308,0.000003842323,0.0003139257,0.01256188],"genre_scores_gemma":[0.9434044,0.000001105307,0.05226915,0.002009329,0.00002142883,0.0003813537,0.000002395068,0.000002624515,0.001908239],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.906281,"threshold_uncertainty_score":0.3581533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2405207953757637,"score_gpt":0.3969510896156886,"score_spread":0.1564302942399249,"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."}}