{"id":"W2385618416","doi":"","title":"SUIFURIC ACID PLANT WATER SYSTEM INVESTIGATION AND TRANSFORMATION","year":2010,"lang":"en","type":"article","venue":"","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformation (genetics); Environmental science; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001749395,0.0001999729,0.0002238671,0.0007246116,0.001247124,0.0004212073,0.0003711361,0.0003253155,0.002166629],"category_scores_gemma":[0.0002168364,0.0001176672,0.0002705439,0.0007722898,0.0003946717,0.0002457279,0.0002641024,0.0003201038,0.0003247611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002261985,"about_ca_system_score_gemma":0.00190927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2597086,"about_ca_topic_score_gemma":0.396768,"domain_scores_codex":[0.9995975,0.00001684986,0.000006934663,0.00003663266,0.0002677044,0.00007439224],"domain_scores_gemma":[0.9998527,0.00001313371,0.00001383757,0.000008280665,0.00009804069,0.00001393986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005968132,0.00008398946,0.01658078,0.0001505865,0.0000180467,0.0004236925,0.000719938,0.002744487,0.9360701,0.0006933269,0.0004809281,0.04143726],"study_design_scores_gemma":[0.00003519485,0.0008422882,0.09257662,0.000009118457,0.00003661295,0.0001374932,0.00107847,0.003389419,0.8878306,0.0001819008,0.01385915,0.00002302917],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868025,0.00008780879,0.003025448,0.00006764797,0.000008115353,0.00007438949,0.000315855,0.0001489697,0.009469188],"genre_scores_gemma":[0.9874725,0.0001790894,0.001847827,0.0000302079,0.000002250274,0.00002025496,0.0002738222,0.00002779588,0.01014629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2597086,"threshold_uncertainty_score":0.5163938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003929171024464976,"score_gpt":0.1412480875586991,"score_spread":0.1373189165342341,"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."}}