{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07973333,0.0008586948,0.00051467,0.001687255,0.002305147,0.007795404,0.003489985,0.001735578,0.006580685],"category_scores_gemma":[0.2376235,0.0007903776,0.0006070701,0.001292154,0.001634284,0.006852635,0.005739589,0.002170273,0.002435382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004278048,"about_ca_system_score_gemma":0.02397991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0296285,"about_ca_topic_score_gemma":0.03183066,"domain_scores_codex":[0.9297945,0.04679656,0.006289054,0.002548733,0.01151145,0.003059666],"domain_scores_gemma":[0.5961149,0.3037759,0.01888151,0.02810737,0.04599645,0.007123885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008434959,0.003866818,0.138151,0.002954672,0.0001328306,0.001407736,0.1478505,0.003121423,0.01660534,0.006645257,0.02173134,0.6566896],"study_design_scores_gemma":[0.000662438,0.004379154,0.1942331,0.01507596,0.0004927901,0.002536368,0.2139095,0.09285921,0.02501231,0.02611949,0.423467,0.00125263],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7597677,0.0007199082,0.1558029,0.01995346,0.0002020701,0.005937997,0.0007755758,0.004313521,0.05252704],"genre_scores_gemma":[0.8249426,0.0003837757,0.1670048,0.001488519,0.00004735805,0.001649838,0.0005671587,0.000294125,0.003621809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07973333,"threshold_uncertainty_score":0.4216752,"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."}}