{"id":"W2035509585","doi":"10.1111/1467-985x.00275","title":"Communicating the Risks Arising from Geohazards","year":2003,"lang":"en","type":"article","venue":"Journal of the Royal Statistical Society Series A (Statistics in Society)","topic":"Seismology and Earthquake Studies","field":"Computer Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Environment Research Council; Trent University; British Geological Survey; Nottingham Trent University","keywords":"Geohazard; Terminology; Natural (archaeology); Process (computing); Common ground; Risk analysis (engineering); Outcome (game theory); Risk management; Business; Environmental planning; Environmental resource management; Computer science; Geography; Engineering; Psychology; Social psychology; Environmental science; Linguistics; Economics","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":[0.001760794,0.000244292,0.0004479754,0.00001074171,0.001095872,0.0002224463,0.001593971,0.0001604689,0.00005009816],"category_scores_gemma":[0.001442469,0.00014834,0.0003682245,0.0003860335,0.001018852,0.0001863446,0.0005365296,0.001445744,0.000005514384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001585039,"about_ca_system_score_gemma":0.0002333472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002456573,"about_ca_topic_score_gemma":0.00007714084,"domain_scores_codex":[0.9971781,0.0006731006,0.0008135351,0.0002381351,0.0006039934,0.0004930712],"domain_scores_gemma":[0.9947928,0.003638408,0.0005812257,0.0006346308,0.0002549905,0.00009795669],"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":[0.00004036501,0.0002838628,0.0306204,0.00005913828,0.0009598588,0.00005788361,0.02420477,0.006098383,0.00002509003,0.778688,0.1368367,0.02212561],"study_design_scores_gemma":[0.001707754,0.0002873216,0.1677069,0.0001798348,0.0002423618,0.0001109886,0.0101954,0.07802632,0.0001194968,0.67575,0.06500971,0.0006639933],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01001924,0.001616661,0.9821473,0.004231973,0.001052978,0.0001436049,0.000122748,0.00002134382,0.0006441426],"genre_scores_gemma":[0.348143,0.0005025684,0.6487289,0.002301012,0.0001267894,0.000005273098,0.000002540234,0.0000173175,0.0001725959],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3381237,"threshold_uncertainty_score":0.8428671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02795823199036485,"score_gpt":0.281206710272089,"score_spread":0.2532484782817241,"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."}}