{"id":"W7117250359","doi":"10.1080/15710882.2025.2608883","title":"Recalibrating co-design through positionality-in-action: the ReCoDe approach","year":2025,"lang":"en","type":"article","venue":"CoDesign","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Scheme (mathematics); Key (lock); Process (computing); Field (mathematics); Context (archaeology)","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":[0.000952013,0.0001524996,0.0001625867,0.0001682583,0.0003644498,0.0001760571,0.0008774061,0.0001363018,0.00002692727],"category_scores_gemma":[0.0001173425,0.0001242335,0.00004457771,0.001158088,0.0001328279,0.0008743305,0.0001101804,0.0004874712,0.0000469021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001845721,"about_ca_system_score_gemma":0.0001182156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001939713,"about_ca_topic_score_gemma":0.000003265546,"domain_scores_codex":[0.9982797,0.0005021576,0.0003477997,0.0004406157,0.0001797683,0.0002499594],"domain_scores_gemma":[0.9986433,0.0004842414,0.0001341721,0.0006040118,0.0001227706,0.00001146595],"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":[0.00002694648,0.000102792,0.0001467773,0.00001501324,0.0000318539,0.000007140617,0.0005984477,0.0007678926,0.005658311,0.9697678,0.01642821,0.006448836],"study_design_scores_gemma":[0.00100612,0.0002083898,0.002981351,0.0002121357,0.00001903979,0.0001278724,0.0007432899,0.2729895,0.1893146,0.5125456,0.01921788,0.0006342447],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004984221,0.00005716026,0.9469857,0.005239182,0.0004059303,0.0003848466,0.000001041295,0.0002719388,0.04615579],"genre_scores_gemma":[0.5261041,0.00001679689,0.465805,0.004591424,0.0001229312,0.0003445455,0.00001346209,0.00001756305,0.002984147],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5256057,"threshold_uncertainty_score":0.5066095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1214287285729215,"score_gpt":0.3736119738843468,"score_spread":0.2521832453114253,"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."}}