{"id":"W7108079393","doi":"10.5117/9789463722971-4","title":"Controversing Datafication through Media Architectures","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Cybernetics and Technology in Society","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Canadian Institute of Steel Construction","keywords":"Situated; Performative utterance; SPARK (programming language); Citizen journalism; Performativity; Architecture; Digital media","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004209704,0.000188353,0.0002348805,0.00004987706,0.0001822926,0.00007805783,0.0002179751,0.0002245354,0.006590786],"category_scores_gemma":[0.00002153646,0.0001607185,0.0001294677,0.000003907498,0.0004945266,0.0000240213,0.00009757459,0.0003537401,0.00009551473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002815588,"about_ca_system_score_gemma":0.00003474029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001059597,"about_ca_topic_score_gemma":0.0006838543,"domain_scores_codex":[0.999308,0.000003398973,0.0001917023,0.0002452061,0.0001266174,0.0001251063],"domain_scores_gemma":[0.9992964,0.0001633171,0.000100025,0.0003577646,0.00006714081,0.00001535318],"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":[0.000002101773,0.000004308939,2.524129e-7,0.00001325848,0.00008758374,0.000001075809,0.003431148,1.339152e-7,7.622406e-7,0.8707122,0.1194542,0.006292922],"study_design_scores_gemma":[0.00008717893,0.0000079892,5.114769e-7,0.00004534315,0.00007630895,4.400256e-7,0.0002698155,0.000004857262,0.000007204446,0.3183477,0.6810368,0.0001158706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000007132931,0.0009761309,0.000124021,0.001297006,0.0006283961,0.0001440242,0.0002192414,0.000194315,0.9964097],"genre_scores_gemma":[0.006595342,0.0002870077,0.0004152466,0.00109675,0.0005766408,0.000004224335,0.0002781638,0.00002161082,0.990725],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5615826,"threshold_uncertainty_score":0.9943174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02985842430126301,"score_gpt":0.2265122587219583,"score_spread":0.1966538344206953,"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."}}