{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00381847,0.0003276284,0.0003171893,0.00005376937,0.0003566533,0.00005606052,0.0003532554,0.0002870114,0.0003724011],"category_scores_gemma":[0.00001299812,0.0002724222,0.0001777477,0.00003918841,0.00004721897,0.0001425941,0.0007737969,0.001913905,0.0005055707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003761447,"about_ca_system_score_gemma":0.0001889589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003402581,"about_ca_topic_score_gemma":0.0003921167,"domain_scores_codex":[0.9964964,0.0002078903,0.0005064838,0.0006466809,0.0004568229,0.00168575],"domain_scores_gemma":[0.9991658,0.00009279685,0.0002509597,0.0002941186,0.000002860608,0.0001934682],"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":[0.0008196185,0.0005201329,0.004567967,0.0002747241,0.001299119,0.000006257758,0.002416605,0.1403297,0.08508047,0.1111432,0.002346782,0.6511954],"study_design_scores_gemma":[0.001831672,0.0005382826,0.00871681,0.0000507225,0.0003643687,0.0001599841,0.0005052736,0.02211162,0.002924653,0.845647,0.1160817,0.001067896],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008608788,0.0005186831,0.9834536,0.005699432,0.0002099795,0.00112419,0.00005274906,0.00004741737,0.000285172],"genre_scores_gemma":[0.7388245,0.07806917,0.114818,0.0014777,0.002331202,0.0008826433,0.001359746,0.0004751899,0.06176187],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8686357,"threshold_uncertainty_score":0.9999728,"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."}}