{"id":"W4401745205","doi":"10.1515/9789048555925-009","title":"6. The Challenge of Addressing Subjectivities through Participatory Action Research on Datafication","year":2024,"lang":"en","type":"book-chapter","venue":"Amsterdam University Press eBooks","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Citizen journalism; Action (physics); Participatory action research; Sociology; Political science; Anthropology; Law; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001194704,0.0001414979,0.000205772,0.0001569716,0.001420242,0.0001606865,0.0006197385,0.0001561422,0.00001879935],"category_scores_gemma":[0.0000331917,0.0001242884,0.0001330251,0.00002455644,0.001121787,0.000239222,0.0003694225,0.0005788057,0.00001569234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000182585,"about_ca_system_score_gemma":0.0001529658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001843307,"about_ca_topic_score_gemma":0.003009373,"domain_scores_codex":[0.9980822,0.0003521483,0.0001720028,0.0003801505,0.0007272909,0.0002861871],"domain_scores_gemma":[0.9983354,0.0007327078,0.000182128,0.0005621512,0.0001307648,0.00005680092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003722367,0.00001339026,7.900634e-7,0.00006121454,0.000114272,0.000009755834,0.008204752,0.000002002047,0.00001220148,0.9758783,0.001588875,0.01407723],"study_design_scores_gemma":[0.00006654983,0.00004385416,0.000005459521,0.0004650027,0.0001148281,1.105366e-7,0.005697534,0.00002659395,0.00008858528,0.01529181,0.9780726,0.000127013],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002776019,0.0002901282,0.00002731716,0.0002579013,0.0001889672,0.0002220685,0.000105445,0.00004895365,0.9985816],"genre_scores_gemma":[0.163765,0.002090976,0.00001050988,0.000007904586,0.000240133,0.000001788942,0.00002785537,0.0000211915,0.8338346],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9764838,"threshold_uncertainty_score":0.9998798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4433285365418056,"score_gpt":0.4256917972851372,"score_spread":0.01763673925666837,"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."}}