{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003548452,0.0006997188,0.0003093548,0.001689841,0.008447289,0.01900078,0.001889227,0.002978841,0.01795877],"category_scores_gemma":[0.005268964,0.0004247338,0.0006372729,0.002436254,0.02140702,0.01646334,0.009746859,0.004942275,0.002554602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004372034,"about_ca_system_score_gemma":0.003102446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003883333,"about_ca_topic_score_gemma":0.004898472,"domain_scores_codex":[0.9963235,0.002053597,0.00008131009,0.0003579333,0.0009087997,0.0002748556],"domain_scores_gemma":[0.9970903,0.002047136,0.0001024187,0.0004247848,0.000198837,0.0001363723],"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":[0.00001308918,0.00001241682,0.000187722,0.0000968108,0.00000252348,0.0001587331,0.05255918,0.0002999772,0.0003296161,0.9255698,0.006313889,0.01445611],"study_design_scores_gemma":[0.000008820712,0.00001801285,0.0002845071,0.0004476502,0.000005930638,0.0002863551,0.03096146,0.0007076221,0.0008571751,0.1358381,0.8305603,0.00002405983],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03114667,0.004608851,0.03567734,0.01589722,0.0010255,0.00009852019,0.0001478499,0.0003792031,0.9110188],"genre_scores_gemma":[0.6582794,0.005971709,0.0285305,0.003622334,0.0009212674,0.0003791023,0.0003678807,0.0008809209,0.3010469],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9915527,"threshold_uncertainty_score":0.06007802,"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."}}