{"id":"W2994803971","doi":"10.1108/ijes-10-2018-0054","title":"When all else fails: amateur radio becomes lifeline of communications during a disaster","year":2019,"lang":"en","type":"article","venue":"International Journal of Emergency Services","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Amateur; Disaster response; Emergency management; Order (exchange); Telecommunications; Communications system; Computer security; Computer science; Damages; Business; Engineering; Political science","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":[0.004188815,0.00038246,0.0002621058,0.001104963,0.008823916,0.006747549,0.001324665,0.002628206,0.007746273],"category_scores_gemma":[0.0115143,0.0002479214,0.0003982456,0.001004341,0.005996284,0.008274388,0.004278753,0.003366656,0.001390425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004306865,"about_ca_system_score_gemma":0.007104598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01034594,"about_ca_topic_score_gemma":0.01978546,"domain_scores_codex":[0.9951904,0.00317279,0.0001069008,0.0003179577,0.0005767808,0.0006352114],"domain_scores_gemma":[0.9922532,0.003442169,0.001158997,0.0002640714,0.001672345,0.00120926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001565289,0.000176269,0.02776405,0.00325924,0.0000802406,0.005872617,0.6249658,0.0003838835,0.00219475,0.07595128,0.09890486,0.1602905],"study_design_scores_gemma":[0.000007589692,0.0001775694,0.01563162,0.001569747,0.00004162802,0.002004247,0.7244654,0.0002042315,0.000395446,0.007783137,0.2476715,0.00004781245],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5096901,0.02244864,0.01098214,0.1804265,0.004843786,0.0003992686,0.0003311721,0.0002005391,0.2706779],"genre_scores_gemma":[0.9563265,0.01052041,0.004315033,0.01444888,0.0006839671,0.0001979622,0.0001071856,0.00005250921,0.01334758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01034594,"threshold_uncertainty_score":0.03124863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02479978567933836,"score_gpt":0.3442150656369055,"score_spread":0.3194152799575671,"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."}}