{"id":"W4367336413","doi":"10.1007/978-3-031-24271-7_1","title":"Risk Governance Dilemmas and Democratization: Public Trust, Risk Perception and Public Participation in Risk Decision-Making","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Risk governance; Corporate governance; Risk perception; Political science; Public trust; Democratization; Risk management; Public relations; Risk assessment; Perception; Public administration; Business; Psychology; Democracy; Economics; Politics; Law; Management; Finance","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001703264,0.0003509762,0.000243018,0.0006137555,0.001962133,0.006934703,0.0006064131,0.001687524,0.005450622],"category_scores_gemma":[0.00266336,0.0001505671,0.0002550597,0.0008635474,0.009316092,0.004232058,0.002100629,0.003227589,0.0006168875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004714432,"about_ca_system_score_gemma":0.002732745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002440109,"about_ca_topic_score_gemma":0.002784552,"domain_scores_codex":[0.9987301,0.0007977904,0.00002489755,0.00007353926,0.0002995751,0.00007411349],"domain_scores_gemma":[0.9980993,0.001511654,0.00008681382,0.00006981916,0.0001509353,0.00008145137],"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":[0.000004032816,0.00001494777,0.0001211945,0.0000710634,0.000002648423,0.00006551857,0.005919917,0.0007668844,0.00006701291,0.954325,0.0247351,0.01390667],"study_design_scores_gemma":[0.000004132978,0.00001475457,0.0004788969,0.0006175992,0.000004549069,0.0001432749,0.009232124,0.001753102,0.0001940033,0.685402,0.3021391,0.00001646456],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01868108,0.03250286,0.01787219,0.06518845,0.001920729,0.00006742671,0.00004401903,0.00007123731,0.863652],"genre_scores_gemma":[0.6923794,0.033058,0.00813682,0.007045018,0.001656648,0.0001671299,0.0001040266,0.0001093649,0.2573436],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9980379,"threshold_uncertainty_score":0.03420573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03506544326782498,"score_gpt":0.3149180918091842,"score_spread":0.2798526485413592,"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."}}