{"id":"W4320488656","doi":"10.2139/ssrn.4354011","title":"Changes in the Span of Systematic Risk Exposures","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Environmental health; Medicine","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":[0.001761459,0.0001756008,0.0002785074,0.001462328,0.0002370989,0.001035914,0.0003056399,0.0006225972,0.007182552],"category_scores_gemma":[0.01883588,0.0001439405,0.0003777407,0.001157936,0.0002792397,0.001110199,0.001219632,0.0006454256,0.000768602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004310242,"about_ca_system_score_gemma":0.0004211654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003087776,"about_ca_topic_score_gemma":0.001826248,"domain_scores_codex":[0.9992072,0.0001399092,0.00007915679,0.0003089472,0.0001602082,0.0001045143],"domain_scores_gemma":[0.9880789,0.004616883,0.002992875,0.001377833,0.002021221,0.0009122713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002824741,0.0003342709,0.8618792,0.0002149369,0.000683518,0.0003507063,0.004456187,0.003988332,0.01740743,0.00564643,0.001545649,0.1006686],"study_design_scores_gemma":[0.000007617278,0.0003213682,0.9912626,0.00002242702,0.00006559484,0.0001819568,0.0007381869,0.001161594,0.0008918661,0.003074873,0.002257375,0.0000145852],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902728,0.0008269111,0.001732237,0.0003322283,0.0000364844,0.00001423266,0.001447345,0.00004687049,0.005290906],"genre_scores_gemma":[0.9970344,0.0001868555,0.0003580969,0.00005368455,0.00003172152,0.00001184337,0.0006837394,0.000008340862,0.001631211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007182552,"threshold_uncertainty_score":0.024028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0281008579643483,"score_gpt":0.3147624686411843,"score_spread":0.286661610676836,"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."}}