{"id":"W4402627760","doi":"10.33087/talentasipil.v7i2.558","title":"Kajian Kinerja Pelaksanaan Pengurusan Persetujuan Bangunan Gedung (PBG) pada Dinas PUPR Kabupaten Padang Pariaman","year":2024,"lang":"en","type":"article","venue":"Jurnal Talenta Sipil","topic":"Geotechnical and construction materials studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Structural engineering; Engineering","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000186607,0.0004091143,0.0004023504,0.0001817593,0.0002588826,0.0003228833,0.0003002151,0.0001514265,0.001190849],"category_scores_gemma":[0.00002199973,0.0003578774,0.0002429287,0.0003306284,0.0001361856,0.0003203375,0.0001468021,0.0004648445,0.0003516132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001397991,"about_ca_system_score_gemma":0.00003047044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001507904,"about_ca_topic_score_gemma":0.0001236994,"domain_scores_codex":[0.9980622,0.00004970166,0.0005026122,0.0004252657,0.0003685118,0.0005917251],"domain_scores_gemma":[0.999321,0.00005039628,0.00004647625,0.0003180375,0.00004129065,0.0002227853],"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":[0.0002390487,0.0004593069,0.03333203,0.004548912,0.003501991,0.002947688,0.005865865,0.007756713,0.5393056,0.02578223,0.1129918,0.2632689],"study_design_scores_gemma":[0.002652642,0.0007028399,0.1493916,0.0022053,0.001090795,0.001944422,0.009159166,0.02675754,0.03881138,0.005017227,0.7572437,0.005023425],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728405,0.003313471,0.000238488,0.0007302127,0.004624967,0.0002471871,0.0001246646,0.001435585,0.01644492],"genre_scores_gemma":[0.9970344,0.0005362927,0.0002088134,0.00003442424,0.001024082,0.00003314502,0.00003799997,0.00008559058,0.001005235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6442519,"threshold_uncertainty_score":0.9998873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008042757527807436,"score_gpt":0.2018754622921212,"score_spread":0.1938327047643137,"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."}}