{"id":"W6925876204","doi":"10.20381/ruor-31054","title":"NextGen Decision-Making for Health and Environmental Risks","year":2025,"lang":"en","type":"dissertation","venue":"University of Ottawa - Library","topic":"Food, Nutrition, and Cultural Practices","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Risk governance; Risk assessment; Context (archaeology); Process (computing); Corporate governance; Risk management; IT risk","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":[0.00004611452,0.0001239473,0.000207661,0.00002331135,0.0003795293,0.00003688826,0.000207773,0.0001543175,0.0004431983],"category_scores_gemma":[0.00001617629,0.00006680063,0.0001087547,0.0000885423,0.00003329519,0.0005540306,0.0000423582,0.00009986042,0.000002613984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001323966,"about_ca_system_score_gemma":0.00002665031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000122804,"about_ca_topic_score_gemma":0.0005328739,"domain_scores_codex":[0.9993404,0.00004161933,0.00013181,0.0002513692,0.0001069632,0.0001278992],"domain_scores_gemma":[0.9993283,0.0003222932,0.0002310107,0.00003667504,0.000009260972,0.00007247463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001457642,0.0003422301,0.006666288,0.0006454709,0.0001674513,0.000009957491,0.001843558,0.000002604575,0.002351498,0.001810315,0.1021522,0.8825508],"study_design_scores_gemma":[0.0005402799,0.0007885001,0.09816402,0.0008603298,0.00008769285,0.000003019163,0.04371408,0.00004298051,0.0002636529,0.003418638,0.8516862,0.0004306089],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874067,0.003802,0.000003080497,0.001046005,0.0001583652,0.0003598669,0.0008490417,0.00004615189,0.006328812],"genre_scores_gemma":[0.9759583,0.00455137,0.001720862,0.0003394551,0.000131991,7.922548e-7,0.006531615,0.000002047535,0.01076349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8821202,"threshold_uncertainty_score":0.4852711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01911981601477883,"score_gpt":0.2400869435381319,"score_spread":0.2209671275233531,"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."}}