{"id":"W4320020162","doi":"10.20961/shes.v5i4.68967","title":"Distribution Of Water Quality As A Result Of Seawater Intrution In Settlement Area Around Pancer Beach","year":2022,"lang":"id","type":"article","venue":"Social Humanities and Educational Studies (SHEs) Conference Series","topic":"Coastal Management and Development","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Physics; Environmental science; Forestry; Environmental engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006404988,0.0002266688,0.0003985478,0.00006130544,0.001033782,0.00006009232,0.0001711379,0.00004062693,0.002507126],"category_scores_gemma":[0.00004041878,0.0002060441,0.00006762224,0.0001418466,0.001140941,0.0003216964,0.0009999915,0.0001582411,0.000009138465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006904735,"about_ca_system_score_gemma":0.0001133484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003069135,"about_ca_topic_score_gemma":0.002765529,"domain_scores_codex":[0.9978237,0.0002006666,0.0006785388,0.0003458794,0.000612727,0.0003384922],"domain_scores_gemma":[0.9994085,0.00007797346,0.0002542761,0.0001071666,0.0001257937,0.00002627921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001716455,0.001895385,0.1436591,0.00191681,0.0009112318,0.00000432385,0.5213835,0.0001118568,0.00264483,0.2964979,0.02046546,0.008793104],"study_design_scores_gemma":[0.0005480666,0.0003339026,0.5553206,0.00007989891,0.00006301719,0.000001261138,0.3645099,0.000003796952,0.001095321,0.03474531,0.0429066,0.0003923559],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987674,0.0005822983,0.000006012203,0.006586089,0.000494426,0.0003893717,0.0004140123,0.000007146345,0.003846659],"genre_scores_gemma":[0.9903235,0.0007384001,0.00001453616,0.0001148951,0.00008897459,0.0002005658,0.0009044939,0.000007612087,0.007607009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4116615,"threshold_uncertainty_score":0.9984047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07327010657704049,"score_gpt":0.3022079157206674,"score_spread":0.2289378091436269,"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."}}