{"id":"W3017995524","doi":"10.1080/13669877.2020.1750464","title":"Public understanding of risk and risk governance","year":2020,"lang":"en","type":"article","venue":"Journal of Risk Research","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Risk governance; Deliberation; Corporate governance; Epistemology; Rationality; Public relations; Schema (genetic algorithms); Public engagement; Competence (human resources); Sociology; Political science; Politics; Psychology; Social psychology; Business; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.01234406,0.0005077738,0.0005363129,0.002177621,0.00361432,0.01173557,0.001153617,0.005602394,0.004215656],"category_scores_gemma":[0.01795175,0.000358939,0.0007561874,0.00107763,0.02218867,0.01109646,0.00725119,0.005603725,0.0004720512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005130013,"about_ca_system_score_gemma":0.005425456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002069022,"about_ca_topic_score_gemma":0.001200056,"domain_scores_codex":[0.98833,0.006830948,0.0004209852,0.0008505562,0.002641365,0.0009261891],"domain_scores_gemma":[0.984008,0.01009903,0.002144041,0.001571941,0.00157303,0.0006039928],"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":[0.00002101661,0.00006400518,0.002598034,0.0000744957,0.00001682944,0.0002478654,0.03453416,0.001092797,0.0005559549,0.9452159,0.001696967,0.01388191],"study_design_scores_gemma":[0.00001042206,0.00004101301,0.002496713,0.0002905443,0.00002453379,0.0002615049,0.02495774,0.002086788,0.0006600833,0.916877,0.05225415,0.00003955045],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2297005,0.003882685,0.1287241,0.1353029,0.0004209179,0.0001403465,0.0001352109,0.0001776048,0.5015159],"genre_scores_gemma":[0.9910516,0.0006893472,0.003727608,0.001215024,0.00009524978,0.00002977362,0.00003240438,0.00001662819,0.003142458],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01234406,"threshold_uncertainty_score":0.0652824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3540987239563469,"score_gpt":0.4343682422559823,"score_spread":0.08026951829963536,"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."}}