{"id":"W4408389371","doi":"10.1016/j.telpol.2025.102914","title":"Crisis-ready telecom: Global approaches to emergency management in telecommunications","year":2025,"lang":"en","type":"article","venue":"Telecommunications Policy","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Telus (Canada); Global Affairs Canada","funders":"","keywords":"Telecommunications; Business; Enhanced Telecom Operations Map; Telecom infrastructure sharing; Telecommunications equipment; Telecommunications service; Computer science; Marketing; Service (business)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002804372,0.001161148,0.0003537356,0.003488864,0.002549407,0.00808397,0.001341743,0.003504788,0.0101359],"category_scores_gemma":[0.002881821,0.0002545544,0.0005496675,0.003784932,0.008553049,0.01060427,0.005555478,0.004322246,0.001063744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00632319,"about_ca_system_score_gemma":0.006008238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004756606,"about_ca_topic_score_gemma":0.007791429,"domain_scores_codex":[0.9982869,0.0009959108,0.0000618524,0.0001882211,0.0002712629,0.0001958368],"domain_scores_gemma":[0.9985583,0.0007235967,0.0001583479,0.0001202574,0.0002525501,0.0001869335],"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":[0.00001258115,0.00002038989,0.0005523158,0.0002288671,0.00001288531,0.0001335202,0.003244358,0.002399858,0.0001380314,0.9376025,0.01730767,0.03834709],"study_design_scores_gemma":[0.000008708221,0.00004529454,0.001193616,0.001076884,0.00001814677,0.0002791917,0.01294609,0.003551672,0.0002643329,0.4838863,0.4966987,0.00003106147],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.01690439,0.08141266,0.1694493,0.1963453,0.006293484,0.0001870989,0.0004068876,0.0003637077,0.5286372],"genre_scores_gemma":[0.6931121,0.1219738,0.0672994,0.02526841,0.006021241,0.0005352288,0.0005385284,0.0003182021,0.08493296],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0101359,"threshold_uncertainty_score":0.04587817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04496389109258512,"score_gpt":0.317987063780989,"score_spread":0.2730231726884038,"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."}}