{"id":"W2006613366","doi":"10.1145/1056224.1056272","title":"Digital crustaceans","year":2005,"lang":"en","type":"article","venue":"","topic":"Cybersecurity and Cyber Warfare Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Cyberspace; World Wide Web; Computer science; Narrative; Architecture; The Internet; Multimedia; Geography; Art; Literature; Archaeology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008695965,0.00003627461,0.00004576673,0.00001508588,0.0003555025,0.00008633542,0.0000827577,0.00002554485,0.00122965],"category_scores_gemma":[0.00006894657,0.00003272387,0.00003469856,0.0000891144,0.0001478114,0.0003173675,0.00002510115,0.00003852476,0.0006068721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003227926,"about_ca_system_score_gemma":0.00003097222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002142354,"about_ca_topic_score_gemma":0.009909958,"domain_scores_codex":[0.9995447,0.00001131392,0.00005426658,0.00007571787,0.0001504127,0.0001635569],"domain_scores_gemma":[0.9998237,0.00003346675,0.000009517126,0.00005196366,0.00002831403,0.00005297736],"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":[0.000002991696,0.00006590076,0.00352076,9.919004e-7,0.00001646002,0.000001800716,0.04652505,0.000002220688,0.000001511875,0.624482,0.08016646,0.2452139],"study_design_scores_gemma":[0.00004919749,0.000003818231,0.0004245107,0.000001074637,0.00000167375,1.301185e-7,0.01762816,0.00000247027,0.000008102571,0.001034077,0.9807922,0.00005459728],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02217045,0.00009533722,0.00007603176,0.01313761,0.00007220842,0.00004344418,0.000002508644,0.0001255127,0.9642769],"genre_scores_gemma":[0.9212794,0.00005004736,0.00009811246,0.0003988219,0.00033092,0.000001637234,5.981425e-7,0.000002194653,0.07783823],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9006257,"threshold_uncertainty_score":0.9996834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0159247083408754,"score_gpt":0.2886292109097799,"score_spread":0.2727045025689045,"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."}}