{"id":"W7134999491","doi":"","title":"PEMANFAATAN SISTEM INFORMASI GEOGRAFIS UNTUK ANALISIS KUALITAS LINGKUNGAN PERMUKIMAN DI KECAMATAN LABUHAN RATU KOTA BANDAR LAMPUNG TAHUN 2025","year":2025,"lang":"","type":"other","venue":"Digilib Repository Unila (Lampung University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Population; Quality (philosophy)","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","open_science","research_integrity"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.002323873,0.006191129,0.007631549,0.0074275,0.004919262,0.003326022,0.007285449,0.004648185,0.0001480832],"category_scores_gemma":[0.0007678986,0.007328136,0.005077706,0.009983681,0.005124785,0.003807422,0.004503619,0.005056081,0.0001079244],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007238423,"about_ca_system_score_gemma":0.006223102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008279213,"about_ca_topic_score_gemma":0.001041071,"domain_scores_codex":[0.9743029,0.005243396,0.004782377,0.006504264,0.004228951,0.0049381],"domain_scores_gemma":[0.979204,0.001676808,0.005972845,0.006929581,0.003353452,0.002863307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003271177,0.001863966,0.01198102,0.00464364,0.009647173,0.008700793,0.004385626,0.0007564612,0.001545955,0.949399,0.002550118,0.001255106],"study_design_scores_gemma":[0.01614566,0.0005265287,0.001379684,0.00703417,0.007541193,0.0002851007,0.003871578,0.001305537,0.002306453,0.0000623645,0.9533917,0.006150049],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001827561,0.004710683,0.0005409744,0.0002680514,0.004998026,0.005469192,0.0000761673,0.002856413,0.9792529],"genre_scores_gemma":[0.01419956,0.002152605,0.0005268375,0.0002163495,0.00122794,0.00003461296,0.003681743,0.002099733,0.9758606],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9508415,"threshold_uncertainty_score":0.9994107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006638475319904,"score_gpt":0.2070233833273729,"score_spread":0.2003849080074689,"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."}}