{"id":"W2608645481","doi":"10.5539/enrr.v7n2p47","title":"Research on Water Quality Assessment Model Based on Improved Three-Dimensional Nemerow Index Method and Firefly Algorithm","year":2017,"lang":"en","type":"article","venue":"Environment and Natural Resources Research","topic":"Research studies in Vietnam","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jinan University","keywords":"Index method; Firefly algorithm; Index (typography); Computer science; Water quality; Evaluation methods; Quality (philosophy); Algorithm; Quality assessment; Reliability engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001065606,0.000788583,0.0009341234,0.0006951278,0.0004797417,0.0009374723,0.001344246,0.0008338569,0.000724707],"category_scores_gemma":[0.001392497,0.0003846755,0.00117594,0.0005985581,0.0005276675,0.001670576,0.0006780954,0.0008541877,0.0001016861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138755,"about_ca_system_score_gemma":0.001405939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0138843,"about_ca_topic_score_gemma":0.005237301,"domain_scores_codex":[0.9995309,0.000121219,0.00003006544,0.000105764,0.0001668657,0.00004526664],"domain_scores_gemma":[0.9996297,0.0001473701,0.00005114048,0.00002200148,0.0001269691,0.00002285652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002978337,0.00003900223,0.00177931,0.00007741052,0.00005213056,0.00003942669,0.00006391008,0.9610396,0.003448622,0.003825967,0.0003636241,0.02924122],"study_design_scores_gemma":[0.000003494872,0.00001165705,0.0001891711,0.000002546406,0.000005444613,0.000007731686,0.000004571481,0.9988726,0.0003349202,0.000406325,0.0001564556,0.000005015215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03517316,0.0004944354,0.9618694,0.0002072905,0.00005518811,0.00004958101,0.00002619257,0.0001920427,0.001932787],"genre_scores_gemma":[0.8088089,0.0009205587,0.1867725,0.00009770499,0.00005658163,0.0002230562,0.00009373562,0.00004841003,0.002978602],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0138843,"threshold_uncertainty_score":0.02760696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08733445685619332,"score_gpt":0.4406711959076276,"score_spread":0.3533367390514343,"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."}}