{"id":"W4402067583","doi":"10.18280/ijsse.140426","title":"Evaluation of Elasticsearch Ecosystem Including Machine Learning Capabilities","year":2024,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Ecosystem; Ecology","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":[0.005752979,0.001514437,0.0008487332,0.002080689,0.0008026834,0.00200691,0.002576126,0.001758954,0.007730667],"category_scores_gemma":[0.01587414,0.0005077029,0.0006186987,0.002285358,0.0007151681,0.005392976,0.001828452,0.001498961,0.001825166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009924538,"about_ca_system_score_gemma":0.001779179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008762726,"about_ca_topic_score_gemma":0.00596851,"domain_scores_codex":[0.9971711,0.0007885371,0.0003247958,0.0004661011,0.0008749505,0.0003746582],"domain_scores_gemma":[0.9880238,0.007027219,0.0003425859,0.001982448,0.001840225,0.0007836013],"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":[0.02798269,0.0126741,0.04281726,0.003384154,0.001249979,0.001209918,0.0005467923,0.2185004,0.03326426,0.01266245,0.07781006,0.5678981],"study_design_scores_gemma":[0.001413197,0.002508165,0.01202587,0.0001654846,0.0003280998,0.0003727866,0.0004220572,0.9407384,0.01985268,0.003780421,0.01829749,0.00009524648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9282579,0.002267077,0.01423975,0.001328556,0.0007258926,0.000305775,0.003497698,0.02429505,0.02508223],"genre_scores_gemma":[0.9385376,0.0007951303,0.04143558,0.0003295253,0.0001282825,0.0001657395,0.009419776,0.001298814,0.007889534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008762726,"threshold_uncertainty_score":0.03042501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02825431833969218,"score_gpt":0.2889155431913334,"score_spread":0.2606612248516412,"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."}}