{"id":"W6892700210","doi":"10.5281/zenodo.11104073","title":"Representation of the Dystopian Nature of Technology in Literature","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Utopian, Dystopian, and Speculative Fiction","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dystopia; Depiction; Representation (politics); Element (criminal law); Headline; Dehumanization; Wonder; Shadow (psychology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002224274,0.0004441843,0.0003151252,0.005906772,0.007208365,0.01250818,0.0007527116,0.001587199,0.003859321],"category_scores_gemma":[0.004163545,0.0001894873,0.0002327219,0.005954051,0.03481378,0.008933892,0.004765832,0.002315698,0.0005505379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006075396,"about_ca_system_score_gemma":0.002394337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003104877,"about_ca_topic_score_gemma":0.004015097,"domain_scores_codex":[0.9978499,0.001386675,0.00006366767,0.0001751586,0.0003802174,0.0001444781],"domain_scores_gemma":[0.9967013,0.002049313,0.0003721089,0.0004369492,0.0002982063,0.0001421127],"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":[0.000007027355,0.000002770863,0.0001263337,0.00004481813,0.000001931802,0.0001417184,0.04300539,0.0001053241,0.0001734842,0.9505607,0.002391696,0.003438836],"study_design_scores_gemma":[0.00001095267,0.00001957643,0.001079629,0.0006558205,0.00001272142,0.0009897911,0.06587861,0.001014665,0.0004074461,0.4851729,0.4447344,0.00002357095],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1003043,0.03983814,0.0367686,0.0579653,0.002081347,0.00006981507,0.000263647,0.0002372079,0.7624715],"genre_scores_gemma":[0.969247,0.006753714,0.004328273,0.001420311,0.0007738103,0.00006582181,0.00008002401,0.0000773264,0.0172537],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01250818,"threshold_uncertainty_score":0.04408032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.023010107432275,"score_gpt":0.2449974660838437,"score_spread":0.2219873586515687,"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."}}