{"id":"W4391697194","doi":"10.2139/ssrn.4693111","title":"Offshore 'Firewalls'","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Cybersecurity and Cyber Warfare Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Submarine pipeline; Business; Geology; Oceanography","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":[],"consensus_categories":[],"category_scores_codex":[0.002229468,0.00009845968,0.0001143134,0.00008668756,0.0008999298,0.0002221373,0.0002449995,0.00007244029,0.000198722],"category_scores_gemma":[0.00009447858,0.00008636405,0.0001459182,0.0003182637,0.0001716743,0.0002689702,0.00003125616,0.001471406,0.0001656602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000899268,"about_ca_system_score_gemma":0.003138501,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006445987,"about_ca_topic_score_gemma":0.04175361,"domain_scores_codex":[0.9972502,0.0001134543,0.0001507519,0.0001607611,0.0003786251,0.001946203],"domain_scores_gemma":[0.9996793,0.00007377243,0.00002760895,0.00007298461,0.00005851257,0.00008779033],"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":[0.000004747466,0.00001535684,0.0002318417,0.000003482155,0.0001253168,0.00001388373,0.01493974,6.146759e-7,0.000004274881,0.9203302,0.002754948,0.06157555],"study_design_scores_gemma":[0.00006647344,0.00004653069,0.0000878098,0.00002710912,0.0000277158,0.0000549263,0.03664041,0.000008051305,0.000002955632,0.5027827,0.4601461,0.0001092051],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.247536,0.1954915,0.002678692,0.07275844,0.005665752,0.0004115352,0.000009341869,0.0008596171,0.4745892],"genre_scores_gemma":[0.9598384,0.02466322,0.000009679694,0.0001046901,0.001317781,0.000003188839,7.917066e-7,0.00001275891,0.01404947],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7123024,"threshold_uncertainty_score":0.9757319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058238696827563,"score_gpt":0.2895578993345027,"score_spread":0.2789755123662271,"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."}}