{"id":"W4410863197","doi":"10.1680/jcien.25.00100","title":"Briefing: The Indian Ocean tsunami 20 years on – driving change and changing lives","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Civil Engineering","topic":"Earthquake and Tsunami Effects","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Indian ocean; Geography; Oceanography; Geology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003989135,0.000324907,0.0003544467,0.0006007674,0.0001272363,0.00005440062,0.0004143821,0.0001290852,0.000004291944],"category_scores_gemma":[0.0002327717,0.0002671085,0.0001430643,0.001032086,0.0001281718,0.0003434336,0.0001410886,0.0004268094,0.000001330293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008144614,"about_ca_system_score_gemma":0.00002287051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001693003,"about_ca_topic_score_gemma":0.00004289381,"domain_scores_codex":[0.9986467,0.000005637582,0.0003637009,0.0002368221,0.0003069387,0.0004402224],"domain_scores_gemma":[0.9994287,0.000113436,0.00009478217,0.0002096717,0.00007824208,0.00007517956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005321218,0.0001664674,0.01000419,0.007860869,0.00127643,0.00001513391,0.02402418,0.7991286,0.05469196,0.08789923,0.002769513,0.01211023],"study_design_scores_gemma":[0.003307738,0.0003879425,0.1689406,0.01578679,0.0005980292,0.0001191531,0.002960813,0.6496095,0.135277,0.0009902688,0.01952514,0.002496998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905238,0.001308514,0.00126641,0.0003042213,0.0009684629,0.0006044545,0.00001057247,0.0003774613,0.004636156],"genre_scores_gemma":[0.9993783,0.0001757148,0.0001110134,0.00005291556,0.0001275918,0.00003296363,0.000001826988,0.00004582305,0.00007383627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1589364,"threshold_uncertainty_score":0.9999781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006296428776469575,"score_gpt":0.1819099696328233,"score_spread":0.1756135408563537,"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."}}