{"id":"W4410971889","doi":"10.62959/wip-07-2023-08","title":"Cyberspace seanchas","year":2022,"lang":"en","type":"article","venue":"Writing in Practice","topic":"Cybersecurity and Cyber Warfare Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Cyberspace; Computer science; World Wide Web; The Internet","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002814225,0.00006306144,0.00009518181,0.000063129,0.001641319,0.00006502287,0.0001962831,0.00002637563,0.0004082105],"category_scores_gemma":[0.002587979,0.00008268269,0.00003434742,0.0005343009,0.0001135594,0.000419627,0.0002027875,0.0004469866,0.00003954435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002463558,"about_ca_system_score_gemma":0.0001307282,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007697728,"about_ca_topic_score_gemma":0.004315671,"domain_scores_codex":[0.9981049,0.0007572824,0.0001420309,0.0001929029,0.0004878038,0.0003151245],"domain_scores_gemma":[0.9985308,0.001156166,0.00009477037,0.0001115723,0.00006061641,0.00004609716],"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":[0.0000634039,0.0003340991,0.005178627,0.000008588222,0.00004281642,0.0002651665,0.296739,0.000156104,0.00002053598,0.6687808,0.01847588,0.009934956],"study_design_scores_gemma":[0.0001295481,0.00001432,0.0003390038,0.000004664237,0.000008844816,0.000006104705,0.3592623,0.000008239553,0.000001526176,0.000835042,0.6393107,0.00007969281],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.046131,0.0009404531,0.00001274494,0.05569466,0.0004881928,0.000179525,0.000005908865,0.0001238895,0.8964236],"genre_scores_gemma":[0.9952946,0.0001461667,0.0005355821,0.001817671,0.0002075303,0.00005103139,0.00000161345,0.000008399217,0.001937419],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9491636,"threshold_uncertainty_score":0.9996584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02274131680425602,"score_gpt":0.3437452395033975,"score_spread":0.3210039226991415,"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."}}