{"id":"W4300967565","doi":"10.1002/aws2.1307","title":"Operator‐informed risk assessment tool: Opportunities and barriers to support risk management practices","year":2022,"lang":"en","type":"article","venue":"AWWA Water Science","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Risk assessment; Risk management; Mindset; IT risk management; Business; Risk analysis (engineering); Process (computing); Risk management tools; Environmental resource management; Process management; Environmental planning; Computer science; Computer security; Environmental science; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002094223,0.0002046922,0.0001623968,0.00009716146,0.002737545,0.0003393163,0.0007450227,0.00002283477,0.00624819],"category_scores_gemma":[0.0000589675,0.0001603459,0.00003973876,0.0003208875,0.0006478846,0.001795683,0.002976788,0.0002403616,0.0001730001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006857659,"about_ca_system_score_gemma":0.0000921738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008114572,"about_ca_topic_score_gemma":0.00005541614,"domain_scores_codex":[0.9969778,0.0001491642,0.0002808502,0.0005817251,0.001324389,0.0006860633],"domain_scores_gemma":[0.9987675,0.0000334817,0.0002077046,0.0003798865,0.000006812214,0.0006046076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004511534,0.0002043436,0.9226468,0.00001595766,0.00006819195,0.0001206899,0.01979731,0.002363672,0.005914877,0.0004830577,0.00461938,0.04372058],"study_design_scores_gemma":[0.001063366,0.001490742,0.6456368,0.000008438045,0.0001621405,0.00004299066,0.05554418,0.0008684826,0.004230109,0.001024796,0.288788,0.001139969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645672,0.000004993341,0.00006771926,0.0008266157,0.0003220846,0.0004789362,0.000056472,0.00004127161,0.03363466],"genre_scores_gemma":[0.9913541,0.0002565926,0.003558071,0.00186514,0.00001756548,0.0001647604,0.00001005945,0.00001424016,0.002759483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2841686,"threshold_uncertainty_score":0.9985607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0251638336826354,"score_gpt":0.3061658171405083,"score_spread":0.2810019834578729,"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."}}