{"id":"W2092385521","doi":"10.3152/147154603781766301","title":"Social and economic effects from attitudes towards risk","year":2003,"lang":"en","type":"article","venue":"Impact Assessment and Project Appraisal","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic risk; Economic impact analysis; Social risk; Risk assessment; Product (mathematics); Event (particle physics); Business; Public economics; Social impact; Actuarial science; Risk analysis (engineering); Economics; Environmental health; Microeconomics; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007341163,0.0001512411,0.0002007427,0.00007459568,0.0005799396,0.0003272689,0.00007923161,0.00009090224,0.0002675374],"category_scores_gemma":[0.00006206072,0.0001295731,0.00006665903,0.00007141423,0.000182043,0.0002744848,0.00004085865,0.0001333299,0.00001316065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001274524,"about_ca_system_score_gemma":0.0003144862,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0219988,"about_ca_topic_score_gemma":0.002750729,"domain_scores_codex":[0.9987071,0.0004354468,0.0001328689,0.0002544137,0.0001840102,0.0002862058],"domain_scores_gemma":[0.9994997,0.0002141414,0.00008497871,0.00008063461,0.00001340199,0.0001070768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004811818,0.0001413238,0.8023213,0.00003186068,0.0002778359,0.000005240586,0.03306116,0.000002764318,0.0001016116,0.05073997,0.01462844,0.09864037],"study_design_scores_gemma":[0.0008714952,0.0001266985,0.9140332,0.000007265054,0.00006714635,4.899895e-7,0.002996219,0.00005434833,0.00001216235,0.00115891,0.08044156,0.0002305112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9505597,0.0001207637,0.0002667847,0.0003355849,0.0003473741,0.0004027754,0.00001790134,0.00007125257,0.04787785],"genre_scores_gemma":[0.9974676,0.0009750687,0.0009612414,0.00005571215,0.0002973511,0.00003211167,0.000009735794,0.00001115083,0.0001899854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1117119,"threshold_uncertainty_score":0.9845138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04409350096744591,"score_gpt":0.4764686455481849,"score_spread":0.432375144580739,"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."}}