{"id":"W4412077796","doi":"10.22487/peweka.v4i1.46","title":"Analisis Tingkat Risiko Banjir pada Daerah Aliran Sungai (DAS) Bialo Provinsi Sulawesi Selatan","year":2025,"lang":"id","type":"article","venue":"Jurnal PeWeKa Tadulako","topic":"Multimedia Learning Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"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":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002975731,0.001356722,0.001741904,0.001283434,0.001444527,0.002587211,0.004093966,0.0008642173,0.000274023],"category_scores_gemma":[0.001378018,0.001358158,0.0008739583,0.003774497,0.0004322297,0.001580455,0.001427588,0.002393639,0.001248256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008681173,"about_ca_system_score_gemma":0.001590638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003707944,"about_ca_topic_score_gemma":0.000732112,"domain_scores_codex":[0.9887025,0.001941276,0.002240928,0.002590843,0.00233633,0.00218816],"domain_scores_gemma":[0.9925538,0.001092419,0.001436382,0.003129474,0.001017437,0.0007704472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007248424,0.002577969,0.5181935,0.004207066,0.003611509,0.00364137,0.02196501,0.003525323,0.01740142,0.01702258,0.2629083,0.1442211],"study_design_scores_gemma":[0.007611642,0.0009958567,0.2384016,0.005051946,0.0008380737,0.000563898,0.001442007,0.2298231,0.00749938,0.0003388721,0.5031244,0.004309257],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8657352,0.007728012,0.04675273,0.01636935,0.02574168,0.003895812,0.0002120295,0.001856392,0.03170874],"genre_scores_gemma":[0.9751113,0.0001303144,0.001984798,0.001567975,0.001643873,0.00006014603,0.00006786661,0.0001396453,0.01929408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.279792,"threshold_uncertainty_score":0.9999183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01274062977030164,"score_gpt":0.2799691882599833,"score_spread":0.2672285584896816,"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."}}