{"id":"W4406401844","doi":"10.33830/manilkara.v3i1.10241.2025","title":"Struktur Komunitas Fitoplankton dan Tingkat Pencemaran di Danau Dendam Tak Sudah, Kota Bengkulu","year":2025,"lang":"en","type":"article","venue":"MANILKARA Journal of Bioscience","topic":"Heavy Metal Pollution Remediation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Humanities; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.001492681,0.0002129948,0.0002879152,0.0002359248,0.0004807834,0.0001493535,0.001086465,0.0001008318,0.0004284552],"category_scores_gemma":[0.0007441099,0.0001782474,0.0001294127,0.0013835,0.0005296001,0.0008547831,0.0002978512,0.000393643,0.0001383384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003976629,"about_ca_system_score_gemma":0.0001289799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001650589,"about_ca_topic_score_gemma":0.0002126751,"domain_scores_codex":[0.9973268,0.0001774721,0.0006899014,0.0003381861,0.0009920504,0.0004756107],"domain_scores_gemma":[0.9986753,0.0001622328,0.0004865048,0.0003659647,0.0000592558,0.0002506686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000140198,0.0005050063,0.2342334,0.00007827696,0.00005969898,0.0001902929,0.0014075,0.003992503,0.5570748,0.002135152,0.00784902,0.1923342],"study_design_scores_gemma":[0.0007257056,0.000350596,0.9170209,0.0001420176,0.00006122488,0.000168353,0.0007038461,0.002808751,0.04657966,0.0009145509,0.03013047,0.0003939625],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988862,0.0001173023,0.002562107,0.002005563,0.001294766,0.0001747367,0.000008225237,0.00002378873,0.004951456],"genre_scores_gemma":[0.996765,0.00005791556,0.001409131,0.0005819339,0.00009550652,0.000002229371,0.000001359031,0.000008987309,0.001077903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6827875,"threshold_uncertainty_score":0.726872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00747418023011125,"score_gpt":0.2448815774438009,"score_spread":0.2374073972136896,"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."}}