{"id":"W3167166853","doi":"10.37628/ijra.v6i2.1172","title":"A Survey on Flood Alert System Using IoT","year":2020,"lang":"en","type":"article","venue":"International Journal of Robotics and Automation","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flood myth; Mobile phone; GSM; Computer science; Cloud computing; Computer security; Node (physics); Phone; Computer network; Telecommunications; Engineering; Geography","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":[0.0002596999,0.00005702311,0.00008792047,0.00004025421,0.00002922977,0.00005733645,0.0002010276,0.00003456074,0.000009088784],"category_scores_gemma":[0.0001429237,0.00004784496,0.00002495735,0.00006047633,0.00003058702,0.000102771,0.00008668166,0.00008490028,0.00001512592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001298438,"about_ca_system_score_gemma":0.000006774259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006081919,"about_ca_topic_score_gemma":0.000002292287,"domain_scores_codex":[0.9992185,0.00004417873,0.0002392598,0.00007405693,0.0003658741,0.00005809754],"domain_scores_gemma":[0.9996196,0.00004523326,0.0002101118,0.00004218063,0.00004280783,0.00004006452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00009800813,0.0001070511,0.2174381,0.00002660112,0.000143855,0.0000862349,0.0008484299,0.743305,0.01909401,0.001144166,0.001194817,0.01651382],"study_design_scores_gemma":[0.0005837235,0.0002471361,0.5320652,0.0001771207,0.00002093475,0.00007937083,0.0001731842,0.4577636,0.008247063,0.00027749,0.0002064651,0.000158695],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811926,0.00001223805,0.01627023,0.001956078,0.0004419902,0.00003270532,0.00000518333,0.00003586096,0.0000531511],"genre_scores_gemma":[0.9899821,0.000005052776,0.009823279,0.00007125056,0.0001075543,1.529162e-7,0.000001503232,0.000004776375,0.000004304341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3146271,"threshold_uncertainty_score":0.1951061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06260992569749331,"score_gpt":0.2889121934895253,"score_spread":0.226302267792032,"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."}}