{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002378343,0.00006611366,0.0001124649,0.0001336266,0.00002468203,0.00003792018,0.000185087,0.00004025291,0.000066231],"category_scores_gemma":[0.0005886443,0.00005888173,0.00004261566,0.00007821698,0.00003567196,0.0002535273,0.0001701916,0.0002628307,0.000003022077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003204875,"about_ca_system_score_gemma":0.0000164931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005344461,"about_ca_topic_score_gemma":0.00001138141,"domain_scores_codex":[0.9986254,0.00005420632,0.000324902,0.0000826694,0.0008310842,0.00008174057],"domain_scores_gemma":[0.9995644,0.0001912256,0.00007272574,0.00004345399,0.0001009364,0.00002726022],"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":[0.00009315532,0.00006330098,0.01794923,0.0003059621,0.0005030417,0.00005740347,0.01076202,0.8984352,0.01895882,0.006116405,0.00003342389,0.04672207],"study_design_scores_gemma":[0.0003753506,0.0001103007,0.005213015,0.0006456278,0.00006818822,0.0002010494,0.0005700378,0.968612,0.01251613,0.005103387,0.006438403,0.0001465676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992316,0.000800827,0.00558366,0.0003581852,0.0007022553,0.00004223954,0.00001025626,0.00003558377,0.000150965],"genre_scores_gemma":[0.998913,0.0002047811,0.0007679348,0.000001032431,0.0000974904,8.647165e-7,0.000001183878,0.000006415658,0.000007241061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07017677,"threshold_uncertainty_score":0.2401128,"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."}}