{"id":"W4361292991","doi":"10.1016/j.psep.2023.03.062","title":"Surface water electrical conductivity and bicarbonate ion determination using a smart hybridization of optimal Boruta package with Elman recurrent neural network","year":2023,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"Hydrological Forecasting Using AI","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Artificial neural network; BET theory; Artificial intelligence; Computer science; Data mining; Chemistry; Adsorption","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":[0.0004637519,0.0005305012,0.0005237245,0.0002956796,0.0003129561,0.0004175284,0.001006942,0.0005790821,0.003153712],"category_scores_gemma":[0.0006308979,0.0004968274,0.0004024279,0.0003359389,0.0001973075,0.0005773195,0.0004123002,0.000575873,0.000807706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004031075,"about_ca_system_score_gemma":0.0005456674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004642339,"about_ca_topic_score_gemma":0.008772203,"domain_scores_codex":[0.9997821,0.00003165552,0.00001537476,0.00007989175,0.00006653641,0.00002440086],"domain_scores_gemma":[0.9998223,0.00004705131,0.00001271431,0.00002966456,0.00007730412,0.00001086935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008741468,0.0003953107,0.00875672,0.0003942276,0.0002328118,0.0001709463,0.0003349556,0.1401192,0.4170556,0.003623366,0.004618851,0.4234238],"study_design_scores_gemma":[0.00002247975,0.000102674,0.001775192,0.000005456317,0.00003105975,0.0000310556,0.00002085951,0.9205651,0.07503444,0.0005653084,0.00182232,0.00002409218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1129682,0.0001250485,0.8771403,0.0001627664,0.0001005443,0.00009721082,0.0003351294,0.005965346,0.003105475],"genre_scores_gemma":[0.5835268,0.00009207738,0.4104211,0.0001035802,0.00001993979,0.0002002972,0.0003906245,0.0002440277,0.005001597],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004642339,"threshold_uncertainty_score":0.0105502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01963853364204326,"score_gpt":0.2258822585811569,"score_spread":0.2062437249391136,"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."}}