{"id":"W4244520853","doi":"10.1057/9780230304741_10","title":"Conclusion","year":2011,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan UK eBooks","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004195484,0.0003264334,0.0003441341,0.0001904024,0.0005356846,0.00006574495,0.0004527138,0.0004076915,0.01435986],"category_scores_gemma":[0.00001831003,0.0003198118,0.0002499433,0.00001219446,0.0004710423,5.073181e-7,0.000261555,0.0002459249,0.002566591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001562315,"about_ca_system_score_gemma":0.000114165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001253916,"about_ca_topic_score_gemma":0.003272379,"domain_scores_codex":[0.9982084,0.00006078069,0.0003190002,0.0004423027,0.0005725978,0.0003969404],"domain_scores_gemma":[0.9989435,0.00003449264,0.0002123545,0.0004472118,0.0001109988,0.0002514527],"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":[0.000009831027,1.701864e-7,0.000009841517,0.00001113912,0.00003714818,0.00002240651,0.005885981,3.569854e-8,0.00001036679,0.9362481,0.0006167546,0.05714827],"study_design_scores_gemma":[0.0001091774,0.00002338946,0.00004226233,0.00004181005,0.00003752467,6.176772e-7,0.0001701504,3.579688e-7,0.000003893883,0.577056,0.422257,0.0002577979],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00001884921,0.0002566609,0.0001158643,0.0001256445,0.000790275,0.0006156421,0.0000213285,0.0002114425,0.9978443],"genre_scores_gemma":[0.6633959,0.0009846637,0.00009575622,0.0004683429,0.0004756589,0.00001357588,0.00001825697,0.0000440941,0.3345038],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.663377,"threshold_uncertainty_score":0.9999254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04417899606041353,"score_gpt":0.2843461373439319,"score_spread":0.2401671412835184,"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."}}