{"id":"W2115931914","doi":"10.1177/1461444805058159","title":"Policy Commentary","year":2005,"lang":"en","type":"article","venue":"New Media & Society","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Warning system; Natural disaster; The Internet; Hazard; Indian ocean; Natural hazard; Internet privacy; Computer security; Business; Computer science; Geography; Telecommunications; Meteorology; World Wide Web; Geology; Oceanography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002401223,0.00006906322,0.00007524641,0.00001628689,0.0002948928,0.00005893415,0.0003160055,0.00005489902,0.0005508976],"category_scores_gemma":[0.00004396338,0.00006318386,0.0001092774,0.0002642511,0.0002334207,0.0002430366,0.00007112136,0.00008882717,0.0002024654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001184675,"about_ca_system_score_gemma":0.0001462835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00209712,"about_ca_topic_score_gemma":0.00330889,"domain_scores_codex":[0.999043,0.00003964632,0.00009625435,0.0001377611,0.0003724527,0.0003109097],"domain_scores_gemma":[0.9995704,0.00007039932,0.00003204159,0.0001214472,0.00001436947,0.00019133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001066383,0.00002739238,0.000889645,0.000002096069,0.00001018248,3.126546e-7,0.1091218,0.000002667281,0.00003346104,0.007163086,0.8250368,0.05771148],"study_design_scores_gemma":[0.0002315272,0.000005104235,0.002241216,0.000005465223,0.000007895157,5.643227e-8,0.02572114,0.00001752846,0.00001966032,0.001217908,0.9704475,0.00008495533],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1509844,0.0004524116,0.0002354872,0.4923344,0.0009905914,0.0003656837,0.000004714831,0.000316155,0.3543162],"genre_scores_gemma":[0.8601959,0.001604118,0.006870505,0.07656329,0.01303022,0.00001062842,0.00001496668,0.00001932505,0.04169105],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7092115,"threshold_uncertainty_score":0.6031943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02181633508454877,"score_gpt":0.3142914122892307,"score_spread":0.2924750772046819,"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."}}