{"id":"W4390992845","doi":"10.26418/uniplan.v4i2.72192","title":"Faktor-Faktor Kerentanan dan Upaya Mitigasi Bencana Banjir di Sub-Daerah Aliran Sungai, Kasus: Kecamatan Tangse, Kabupaten Pidie","year":2023,"lang":"id","type":"article","venue":"UNIPLAN Journal of Urban and Regional Planning","topic":"Multimedia Learning Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Physics; Forestry; 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"],"consensus_categories":[],"category_scores_codex":[0.002024924,0.0008415795,0.001288551,0.001303375,0.0008527456,0.0007858636,0.001819784,0.0004245957,0.00003051487],"category_scores_gemma":[0.0002509005,0.0007370743,0.0004675424,0.001258399,0.0004711779,0.0009995567,0.0003744569,0.00162068,0.000085049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002795252,"about_ca_system_score_gemma":0.0006274293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001493066,"about_ca_topic_score_gemma":0.00003527932,"domain_scores_codex":[0.9932838,0.0007686053,0.001807126,0.0009325264,0.001844683,0.001363278],"domain_scores_gemma":[0.9946702,0.000975291,0.001884593,0.0006842331,0.0004873696,0.001298336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004805801,0.0002398523,0.6791685,0.0006293126,0.001316677,0.009748446,0.03097773,0.00204486,0.006251464,0.002050331,0.2640232,0.0030691],"study_design_scores_gemma":[0.008447812,0.00291543,0.6584088,0.01300045,0.0006141858,0.008972568,0.01427038,0.06797773,0.001044305,0.0003259832,0.220606,0.003416314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769112,0.01175553,0.0007946567,0.003570061,0.005054674,0.0004444197,0.00009693076,0.0002342439,0.001138285],"genre_scores_gemma":[0.9927053,0.0005486382,0.0006469293,0.0002463676,0.002812761,0.000004593046,0.0001546821,0.0001127942,0.002767896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06593287,"threshold_uncertainty_score":0.999508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03887677417218949,"score_gpt":0.2583829649072633,"score_spread":0.2195061907350738,"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."}}