{"id":"W4415119983","doi":"10.63824/jptsp.v12i2.325","title":"PERAN DANTON LAPANGAN DALAM PEMELIHARAAN FUNGSIONAL ATAP PADA BANGUNAN RUMAH DINAS PRAJURIT YONZIPUR 9/LLB GUNA MENDUKUNG TUGAS POKOK SATUAN","year":2025,"lang":"id","type":"article","venue":"JURNAL TEKNIK SIPIL PERTAHANAN","topic":"Geotechnical and construction materials studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"","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","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0008420257,0.001440138,0.001700219,0.0006383596,0.001404208,0.0006834569,0.001135688,0.0008020859,0.001643647],"category_scores_gemma":[0.0004718656,0.001356804,0.0007845316,0.001087978,0.0003611199,0.0005893689,0.0007777434,0.001635621,0.0005507878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008470496,"about_ca_system_score_gemma":0.000433878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006742403,"about_ca_topic_score_gemma":0.0008327037,"domain_scores_codex":[0.9930841,0.0003535381,0.001872479,0.001420162,0.001279643,0.001990107],"domain_scores_gemma":[0.9969179,0.0003030761,0.0004449737,0.00113828,0.0004493259,0.0007464205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00122995,0.001563833,0.0169013,0.004132143,0.005292681,0.0006680666,0.00306836,0.001005661,0.7985048,0.0198094,0.0883683,0.0594555],"study_design_scores_gemma":[0.006120636,0.0008994708,0.07685192,0.003755255,0.00179744,0.0004376159,0.003529306,0.002007894,0.07658569,0.001597571,0.8223192,0.004098003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9273936,0.01969144,0.000143429,0.01218442,0.01140619,0.001363403,0.0004592804,0.001309601,0.02604869],"genre_scores_gemma":[0.9528707,0.004146114,0.0003272709,0.0006503056,0.001619063,0.000129677,0.0001395705,0.0001913571,0.03992593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7339509,"threshold_uncertainty_score":0.9998958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007691025341600657,"score_gpt":0.225435603444919,"score_spread":0.2177445781033183,"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."}}