{"id":"W4416686594","doi":"10.48550/arxiv.2509.01006","title":"REConnect: Participatory RE that Matters","year":2025,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociotechnical system; Agency (philosophy); Citizen journalism; Stakeholder; Participatory action research; Participatory design; Participatory GIS; Stakeholder engagement; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005032617,0.0002774067,0.000294118,0.0001468594,0.0000796765,0.0001736641,0.001628295,0.0002692002,0.00008451931],"category_scores_gemma":[0.0001548753,0.0002827066,0.000140669,0.0001752528,0.00002767533,0.0003191661,0.001757771,0.0007463916,0.0001077159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007562424,"about_ca_system_score_gemma":0.000122713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001137744,"about_ca_topic_score_gemma":0.000008815221,"domain_scores_codex":[0.9984466,0.00009978299,0.0002545228,0.0006742318,0.0001902628,0.0003346451],"domain_scores_gemma":[0.997642,0.0004393595,0.000189422,0.001584449,0.00005057499,0.00009419702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000318126,0.0002444605,0.6362931,0.001717134,0.0005880821,0.000354846,0.004195424,0.003425554,0.0001316945,0.01024368,0.2954302,0.04734411],"study_design_scores_gemma":[0.0005018231,0.0001706382,0.1529819,0.002375004,0.0002236101,0.0000312468,0.00009123355,0.02020222,0.01809476,0.01965058,0.7827609,0.002916004],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1830381,0.001599998,0.7754367,0.02262031,0.007313897,0.0006428206,0.00002446297,0.005138696,0.00418506],"genre_scores_gemma":[0.9178063,0.0003867563,0.07374652,0.005894027,0.0002390475,0.0002715373,0.00001362364,0.00003432864,0.001607898],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7347682,"threshold_uncertainty_score":0.9999625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.135661389278388,"score_gpt":0.3260132897962423,"score_spread":0.1903519005178543,"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."}}