{"id":"W4387848408","doi":"10.23960/snip.v3i2.504","title":"PASANGAN BRONJONG DAN BRONJONG KOMBINASI GEOBAG SEBAGAI PENANGANAN DARURAT UNTUK BANJIR DAN TANAH LONGSOR DI KAB. LAHAT","year":2023,"lang":"id","type":"article","venue":"Seminar Nasional Insinyur Profesional (SNIP)","topic":"Computer Science and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Physics","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","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.00237336,0.001760589,0.001503364,0.001435066,0.002381388,0.001318425,0.005098172,0.0008068971,0.00007568618],"category_scores_gemma":[0.0004067612,0.00168887,0.0008564303,0.005953085,0.0007004023,0.003529797,0.005214303,0.001974664,0.001751993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007782856,"about_ca_system_score_gemma":0.001608382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002556593,"about_ca_topic_score_gemma":0.0001765437,"domain_scores_codex":[0.9869981,0.0006310111,0.001830643,0.00329296,0.003902648,0.003344579],"domain_scores_gemma":[0.9933583,0.001181205,0.0006678326,0.002507374,0.0007587281,0.001526561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009159351,0.005786139,0.0307555,0.004021034,0.001555998,0.01943543,0.03128906,0.01924497,0.2088058,0.1223905,0.3396933,0.2161063],"study_design_scores_gemma":[0.00440466,0.002364734,0.3523922,0.007252613,0.0003059699,0.00202598,0.003923255,0.4669177,0.03652622,0.002471006,0.1140797,0.007336066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657657,0.002965371,0.006485732,0.006939155,0.01304773,0.001669096,0.0001337085,0.001686911,0.001306668],"genre_scores_gemma":[0.9687226,0.000873788,0.004544034,0.00148682,0.002115299,0.0001151104,0.0005958366,0.0002790503,0.02126739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4476727,"threshold_uncertainty_score":0.9997183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0246397961847673,"score_gpt":0.2571813410029408,"score_spread":0.2325415448181735,"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."}}