{"id":"W4200418944","doi":"10.1155/2021/9780860","title":"Environmental Systems Modelling and Analysis under Changing Conditions","year":2021,"lang":"en","type":"article","venue":"Mathematical Problems in Engineering","topic":"Statistical and Computational Modeling","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Computer science; Environmental science; Biochemical engineering; Risk analysis (engineering); Engineering; Business","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":[0.002266841,0.0008200716,0.0007373386,0.001257024,0.0006672992,0.003264361,0.001469922,0.001793233,0.006663844],"category_scores_gemma":[0.005111212,0.000395035,0.001609471,0.002593467,0.001481362,0.002759695,0.002353337,0.002268586,0.0008428065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001933924,"about_ca_system_score_gemma":0.002507582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01219447,"about_ca_topic_score_gemma":0.008897207,"domain_scores_codex":[0.9981197,0.0008870726,0.0001136419,0.0003426535,0.0004034165,0.0001335977],"domain_scores_gemma":[0.9973224,0.001756038,0.0002306891,0.0002876577,0.0003303961,0.00007289679],"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":[0.000012374,0.00004257595,0.003143633,0.000467533,0.0001895835,0.0002474981,0.0005782532,0.4089918,0.0005709762,0.506421,0.01689566,0.06243918],"study_design_scores_gemma":[0.00001079454,0.0000223549,0.002119698,0.0001862287,0.00004938266,0.00009077891,0.0003928302,0.4911702,0.0003308742,0.3827135,0.1228729,0.00004045268],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01792251,0.01147512,0.8781135,0.01125485,0.0013061,0.0003153534,0.003115087,0.001094519,0.07540297],"genre_scores_gemma":[0.5713319,0.03485454,0.3501102,0.00166545,0.001477501,0.001436435,0.004910836,0.0004883023,0.03372488],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01219447,"threshold_uncertainty_score":0.02424699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01829180248326758,"score_gpt":0.2136506431056908,"score_spread":0.1953588406224232,"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."}}