{"id":"W4414905132","doi":"10.22487/ruang.v19i2.281","title":"Evaluasi dan Arahan Peningkatan Kualitas Infrastruktur Permukiman: Studi Kasus Permukiman Pesisir Perkotaan Kelurahan Buol, Kabupaten Buol","year":2025,"lang":"en","type":"article","venue":"RUANG JURNAL ARSITEKTUR","topic":"Architectural and Urban Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Sanitation; Work (physics); Urban planning; Vulnerability (computing); Focus group; Settlement (finance); Human settlement; Quality (philosophy); Municipal solid waste; Federal capital territory","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001933571,0.0003039542,0.0002652462,0.0006160458,0.001660652,0.002184614,0.0004806124,0.0003688139,0.003182077],"category_scores_gemma":[0.001869616,0.0002558664,0.0001561142,0.000732017,0.00101343,0.001622792,0.000971498,0.0006800613,0.0004761574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001774379,"about_ca_system_score_gemma":0.002310119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005753175,"about_ca_topic_score_gemma":0.01621816,"domain_scores_codex":[0.9993222,0.0002456545,0.00003397876,0.00006603339,0.0002058167,0.000126294],"domain_scores_gemma":[0.9992239,0.0003032109,0.0001338422,0.00002144303,0.000198419,0.0001189995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002730644,0.001863937,0.3183157,0.001213335,0.00007515338,0.003359023,0.5127872,0.0005369444,0.004853327,0.01162451,0.004064647,0.1410332],"study_design_scores_gemma":[0.00001414241,0.0004714653,0.1780155,0.000543506,0.0000511209,0.0005471865,0.7789137,0.0005399791,0.001878255,0.001002408,0.03798336,0.00003942011],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938607,0.0004027305,0.0001013022,0.0001214339,0.000007127993,0.00003651421,0.00001529332,0.000002327679,0.005452584],"genre_scores_gemma":[0.9962038,0.0008932902,0.0002445801,0.00003991975,0.000002727301,0.00005740018,0.00003488413,0.000002644761,0.002520758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005753175,"threshold_uncertainty_score":0.01287413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02412856188877932,"score_gpt":0.2603439873322267,"score_spread":0.2362154254434474,"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."}}