{"id":"W4387867142","doi":"10.2139/ssrn.4610857","title":"A New Assessment Method for Water Environment Safety and its Application","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Environmental Quality and Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Light Source (Canada)","funders":"","keywords":"Water safety; Computer science; Water quality","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":[0.002069232,0.001540935,0.001383429,0.003286061,0.0007366356,0.001909606,0.001528046,0.001801551,0.006945357],"category_scores_gemma":[0.005840648,0.0004646236,0.001285788,0.001444542,0.001168096,0.002661344,0.002200749,0.001704321,0.002462388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006469649,"about_ca_system_score_gemma":0.001070164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001486178,"about_ca_topic_score_gemma":0.001169492,"domain_scores_codex":[0.9972913,0.0005677374,0.000145813,0.0006465612,0.001266607,0.00008201411],"domain_scores_gemma":[0.9969496,0.001111066,0.0001482538,0.0003752298,0.001316829,0.00009908773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001775793,0.0002400825,0.002946709,0.000825384,0.0002312679,0.0002706796,0.0003440634,0.05769328,0.08015012,0.09127129,0.009119916,0.7567295],"study_design_scores_gemma":[0.00003707097,0.0002596075,0.002021533,0.00008452401,0.0001480181,0.0008587026,0.0001275188,0.8244911,0.02941866,0.1054988,0.03690816,0.000146245],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001441773,0.0001902949,0.9959657,0.0000686682,0.0001205419,0.00005633375,0.00006905275,0.00032958,0.001757917],"genre_scores_gemma":[0.08583616,0.0005534078,0.8995466,0.000155603,0.0003024286,0.0004590218,0.0002747039,0.0003294772,0.01254259],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006945357,"threshold_uncertainty_score":0.02323461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01716179909376437,"score_gpt":0.3053686260108457,"score_spread":0.2882068269170814,"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."}}