{"id":"W4323358961","doi":"10.1515/9789048555444-006","title":"3. Controversing Datafication through Media Architectures","year":2023,"lang":"en","type":"book-chapter","venue":"Amsterdam University Press eBooks","topic":"Digital Humanities and Scholarship","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":"Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008347701,0.0003690653,0.0003892281,0.0001568656,0.0005194945,0.0005186292,0.000596546,0.0001767483,0.0003081465],"category_scores_gemma":[0.00001426188,0.0003967066,0.0002258911,0.000002817714,0.0006054526,0.0003196265,0.000357407,0.0004809503,0.0001229364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008487303,"about_ca_system_score_gemma":0.0000453778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004004566,"about_ca_topic_score_gemma":0.001049317,"domain_scores_codex":[0.9986248,0.00002883478,0.0002274537,0.0004559466,0.000357766,0.000305177],"domain_scores_gemma":[0.9987754,0.0002503201,0.0002382555,0.0005153058,0.0001319257,0.00008882539],"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":[0.00006656544,0.000008510514,1.502708e-7,0.00005521757,0.0001557565,0.00008604492,0.01620855,0.000001318611,6.972007e-7,0.9710774,0.009507055,0.002832672],"study_design_scores_gemma":[0.0004596128,0.00004891189,0.00000190456,0.0002163462,0.000204751,0.000002782529,0.001645567,0.000003752347,0.000005575858,0.02597941,0.9710084,0.0004230337],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001243044,0.00006667462,0.00001289861,0.00004042799,0.000795292,0.0002912447,0.001166017,0.0003537403,0.9971494],"genre_scores_gemma":[0.009836642,0.00003453613,0.0000169148,0.0002010858,0.0007132476,7.511881e-7,0.0004046419,0.00007791909,0.9887143],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9615013,"threshold_uncertainty_score":0.9998485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0923549828778864,"score_gpt":0.216932924831954,"score_spread":0.1245779419540676,"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."}}