{"id":"W4408998927","doi":"10.33795/distilat.v11i1.6978","title":"ANALISIS KINERJA HEAT EXCHANGER PADA LUBE OIL COMPLEX III (LOC III) BERDASARKAN FOULING FACTOR DAN PRESSURE DROP PT. PERTAMINA RU-IV CILACAP","year":2025,"lang":"id","type":"article","venue":"DISTILAT JURNAL TEKNOLOGI SEPARASI","topic":"Advanced Theoretical and Applied Studies in Material Sciences and Geometry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Pressure drop; Fouling; Heat exchanger; Chemistry; Environmental science; Materials science; Thermodynamics; Engineering; Mechanical engineering; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000306878,0.001026349,0.001386155,0.0002602809,0.001113055,0.0003349814,0.001117824,0.0005511632,0.001395651],"category_scores_gemma":[0.0001610518,0.0008368499,0.000439752,0.001264226,0.001021396,0.0002369951,0.000772559,0.0009334943,0.00006564919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002132152,"about_ca_system_score_gemma":0.00004731048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001494347,"about_ca_topic_score_gemma":0.00007337209,"domain_scores_codex":[0.995357,0.0001170524,0.001062149,0.001162924,0.0006461586,0.001654651],"domain_scores_gemma":[0.9981599,0.0003617966,0.0001826197,0.0007186745,0.0001691012,0.0004078778],"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":[0.005070833,0.003123381,0.04082161,0.0102076,0.009555727,0.00179344,0.01064104,0.0671249,0.3079411,0.2556771,0.05502408,0.2330192],"study_design_scores_gemma":[0.005682474,0.0009220423,0.06279525,0.002071832,0.001769575,0.000104715,0.007986061,0.07296064,0.01393235,0.008877772,0.8174885,0.005408787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8332425,0.01637679,0.02075306,0.002144926,0.006908362,0.0007447665,0.0007879482,0.0008539046,0.1181877],"genre_scores_gemma":[0.9879936,0.003385745,0.0004125034,0.0004134492,0.0006913127,0.00006057231,0.00009469222,0.00006258511,0.006885541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7624644,"threshold_uncertainty_score":0.9995172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01570801427020317,"score_gpt":0.2763034932457086,"score_spread":0.2605954789755054,"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."}}