{"id":"W1974139032","doi":"10.2118/121082-ms","title":"Identification and Analysis of Biocides Effective Against Sessile Organisms","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalcor Energy (Canada); Nalco (Canada)","funders":"","keywords":"Biocide; Serial dilution; Bacteria; Microbiology; Temperature gradient gel electrophoresis; Microorganism; Biology; Chemistry; 16S ribosomal RNA; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0001083791,0.0000908962,0.0001366474,0.00005620642,0.00004338807,0.0000566312,0.0001442554,0.00007466859,0.0007247457],"category_scores_gemma":[0.00004079075,0.00008647599,0.00007168638,0.0001508246,0.00003914561,0.0001020819,0.00002643787,0.00006350084,0.00001311972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004422395,"about_ca_system_score_gemma":0.000008170381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007591746,"about_ca_topic_score_gemma":0.000001051373,"domain_scores_codex":[0.9991835,0.00001234863,0.0002332083,0.0002431879,0.0002476315,0.00008016996],"domain_scores_gemma":[0.9994853,0.00005470824,0.0001452066,0.0001585308,0.0001161831,0.00004004768],"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":[0.00002828411,0.00008631848,0.00060214,0.000006513281,0.00001089479,0.000001709725,0.00007481248,0.00009552962,0.9964274,0.0001039328,0.0001064939,0.002455991],"study_design_scores_gemma":[0.0001464782,0.00003263848,0.004785117,0.00002674502,0.00007885072,0.000001672697,0.00003888011,0.0003513118,0.9942402,0.0001684761,0.0000432205,0.0000863614],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917275,0.00001250957,0.000639555,0.0009179317,0.0001678416,0.00005533424,0.00005502121,0.0000306475,0.006393658],"genre_scores_gemma":[0.9990902,0.00004287114,0.00006688514,0.0001531325,0.00005903879,0.000007155635,0.00008976561,0.000003852297,0.000487098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0073627,"threshold_uncertainty_score":0.7935458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00527582389683705,"score_gpt":0.2512193409565942,"score_spread":0.2459435170597571,"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."}}