{"id":"W2955593221","doi":"","title":"DFO's Risk Management Framework and it's Application to Drainage Act Activities","year":2010,"lang":"en","type":"article","venue":"Drainage Engineers Conference","topic":"Safety Systems Engineering in Autonomy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Risk management; Drainage; Business; Risk analysis (engineering); Environmental resource management; Environmental planning; Environmental science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003128119,0.0004126944,0.0003231338,0.0003172506,0.00009864233,0.0001555497,0.0004069823,0.0002215642,0.00005884067],"category_scores_gemma":[0.0001191342,0.0004739567,0.00006186393,0.0003701791,0.00005782865,0.0002460234,0.0001079032,0.0007447939,0.00009482613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008803728,"about_ca_system_score_gemma":0.00001495556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001855982,"about_ca_topic_score_gemma":0.00001383484,"domain_scores_codex":[0.9984782,0.00002078435,0.0003055827,0.0004383798,0.0002380311,0.0005190328],"domain_scores_gemma":[0.9986561,0.0002499649,0.00004744108,0.0007555865,0.00003649249,0.0002544125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002621106,0.0000673867,0.0003601267,0.001386969,0.0005280696,0.00006905355,0.01100185,0.1867564,0.02310845,0.5954569,0.002105226,0.1791333],"study_design_scores_gemma":[0.0009544732,0.0001277775,0.01789469,0.0006172205,0.0001943251,0.00006425055,0.003181031,0.675029,0.006007225,0.009948297,0.2828325,0.003149145],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03666418,0.0000890681,0.9086729,0.000233702,0.001141134,0.0008724136,0.0000323736,0.001370765,0.05092349],"genre_scores_gemma":[0.9601377,0.00003886526,0.03877917,0.00006330199,0.0001818679,0.0003737793,0.00001078495,0.00009661137,0.0003178772],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9234735,"threshold_uncertainty_score":0.9997712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003892239331215235,"score_gpt":0.2003285327331298,"score_spread":0.1964362934019146,"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."}}