{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003985636,0.0006316578,0.0003003608,0.00057998,0.00291279,0.004783889,0.000607196,0.001483874,0.1050858],"category_scores_gemma":[0.0003773565,0.0002465462,0.0002418922,0.000697954,0.001155367,0.00178959,0.002027208,0.001611058,0.02170009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002645388,"about_ca_system_score_gemma":0.003341111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01142112,"about_ca_topic_score_gemma":0.02473877,"domain_scores_codex":[0.9996696,0.00005135414,0.00000802396,0.00008302921,0.0001013474,0.00008677288],"domain_scores_gemma":[0.9997732,0.00002588429,0.00001987705,0.00001481957,0.00006784754,0.00009835505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004617723,0.0005471296,0.01135967,0.001308784,0.00003011266,0.002226921,0.01344748,0.0005530537,0.03113158,0.1330867,0.3411701,0.4646768],"study_design_scores_gemma":[0.00000575695,0.00004389364,0.004880858,0.0001395259,0.000008036766,0.0002777406,0.005165393,0.000138301,0.002773226,0.002740386,0.9838149,0.00001201692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04267747,0.0164605,0.003698413,0.01962434,0.003457004,0.0001095285,0.0005258924,0.0003805683,0.9130663],"genre_scores_gemma":[0.08693831,0.00646504,0.001675985,0.0006610986,0.0002399509,0.00004063395,0.0001977805,0.0001263336,0.9036549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1050858,"threshold_uncertainty_score":0.3515471,"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."}}