{"id":"W4401578160","doi":"10.18687/laccei2024.1.1.1306","title":"DEVELOPMENT OF METHODOLOGY FOR THE ANALYSIS OF WATER QUALITY IN RIVERS","year":2024,"lang":"en","type":"article","venue":"","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Quality (philosophy); Water quality","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02133762,0.001628126,0.001543654,0.005235481,0.001585979,0.002796497,0.003422142,0.001219678,0.005285338],"category_scores_gemma":[0.03527339,0.001035792,0.00216544,0.005486401,0.001721341,0.001985189,0.003669962,0.003071938,0.002701775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001867877,"about_ca_system_score_gemma":0.009208309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00767359,"about_ca_topic_score_gemma":0.007726013,"domain_scores_codex":[0.9763556,0.01284581,0.003122961,0.002261196,0.004903149,0.0005112679],"domain_scores_gemma":[0.9785706,0.009178741,0.001943893,0.002809165,0.007150255,0.0003473102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00016213,0.000570191,0.01984183,0.002834383,0.0002170675,0.0006203411,0.005599191,0.007809669,0.02124164,0.0533055,0.01329003,0.8745081],"study_design_scores_gemma":[0.0003789437,0.003394232,0.08975054,0.005454935,0.0004704814,0.002331631,0.01132306,0.1355324,0.04684768,0.1347068,0.5690256,0.000783754],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001719284,0.0001327192,0.9910477,0.00009201248,0.00006822663,0.003596252,0.0005439781,0.000792123,0.002007826],"genre_scores_gemma":[0.005588989,0.0001597172,0.9870118,0.00004709557,0.00001587534,0.006275647,0.0003145775,0.00007062955,0.0005155459],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02133762,"threshold_uncertainty_score":0.1128455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1693239819417108,"score_gpt":0.3896235267747551,"score_spread":0.2202995448330443,"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."}}