{"id":"W4410926602","doi":"10.63824/jptsp.v12i1.267","title":"TEKNIK EVALUASI PEMELIHARAAN JALAN LINGKUNGAN KAWASAN AKADEMI MILITER MENGGUNAKAN SISTEM INFORMASI GEOGRAFIS","year":2025,"lang":"id","type":"article","venue":"JURNAL TEKNIK SIPIL PERTAHANAN","topic":"Data Mining and Machine Learning Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Humanities; Art","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002653276,0.001289684,0.001292528,0.001188887,0.002077705,0.001905582,0.004450854,0.0007074017,0.00008681644],"category_scores_gemma":[0.0008794383,0.001241288,0.0008329032,0.002713849,0.0004649024,0.001767296,0.001627801,0.002713128,0.0009318875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004377238,"about_ca_system_score_gemma":0.001151846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004096183,"about_ca_topic_score_gemma":0.0002881594,"domain_scores_codex":[0.9915391,0.0006765133,0.002156783,0.002094242,0.00150957,0.002023816],"domain_scores_gemma":[0.993425,0.0006724699,0.0009182618,0.003319278,0.0007101785,0.0009548362],"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":[0.0002988835,0.002352097,0.02556628,0.001828738,0.00230995,0.0001762527,0.02207793,0.0006042543,0.01162336,0.06217057,0.06098166,0.81001],"study_design_scores_gemma":[0.001807816,0.0005696014,0.01964263,0.00115179,0.0005239581,0.0001130298,0.0005822051,0.04782146,0.001682441,0.0004118372,0.9242319,0.001461358],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4258487,0.03903647,0.08413136,0.08925648,0.01728938,0.007912739,0.0006470396,0.006374408,0.3295034],"genre_scores_gemma":[0.8388669,0.001108284,0.007062601,0.006263948,0.001258338,0.0003387745,0.000554528,0.0001775574,0.144369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8632502,"threshold_uncertainty_score":0.9999855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01178476026183105,"score_gpt":0.2885611657438809,"score_spread":0.2767764054820498,"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."}}