{"id":"W4413332814","doi":"10.29313/bcsurp.v5i2.19761","title":"Penentuan Prioritas Penanganan Banjir di Kecamatan Ciputat Kota Tangerang Selatan","year":2025,"lang":"en","type":"article","venue":"Bandung Conference Series Urban & Regional Planning","topic":"Multimedia Learning Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Physics","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"],"consensus_categories":[],"category_scores_codex":[0.0005649199,0.0005374713,0.0006244633,0.00041204,0.0006659162,0.000874511,0.001926147,0.0002456535,0.00004774917],"category_scores_gemma":[0.0001780255,0.000523805,0.0001683877,0.0008427049,0.0002464916,0.00153994,0.0005216778,0.0006484144,0.00008496587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001995502,"about_ca_system_score_gemma":0.0005781584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001947165,"about_ca_topic_score_gemma":0.00003860969,"domain_scores_codex":[0.9962687,0.000281301,0.000680557,0.001102973,0.0007791134,0.0008873052],"domain_scores_gemma":[0.9975613,0.0004099529,0.0003355363,0.001097774,0.0003139563,0.0002814802],"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":[0.0002893439,0.0002182278,0.2353258,0.0005798455,0.0005628537,0.0009012593,0.02781853,0.0006666961,0.009968929,0.5982543,0.1096632,0.01575103],"study_design_scores_gemma":[0.004155878,0.0006509352,0.2962705,0.005526268,0.0001794443,0.0006672395,0.005554703,0.07440921,0.00336811,0.006300867,0.5992524,0.003664439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.525847,0.01150314,0.3503079,0.02476623,0.01010237,0.003703814,0.0001023056,0.005064121,0.06860308],"genre_scores_gemma":[0.984465,0.00003211924,0.006101239,0.0003745467,0.0002793479,0.00006359339,0.00009536392,0.00003710546,0.008551682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5919534,"threshold_uncertainty_score":0.9997213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02799003503632009,"score_gpt":0.2681249748559414,"score_spread":0.2401349398196214,"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."}}