{"id":"W4234423913","doi":"10.2523/95034-ms","title":"Inorganic Scale Control Within MEG/Methanol Treated Produced Fluids","year":2005,"lang":"en","type":"article","venue":"","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Citation; Exhibition; Scale (ratio); Library science; Engineering; Computer science; Archaeology; Geography; Cartography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003326492,0.0001481658,0.0001854247,0.00008391912,0.00009127046,0.00009680597,0.0001227938,0.00008671061,0.005065198],"category_scores_gemma":[0.00006560624,0.0001216057,0.00004888702,0.0002570606,0.000065926,0.0003247941,0.0000274208,0.00006234192,0.0007233964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000950121,"about_ca_system_score_gemma":0.00005152756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004146852,"about_ca_topic_score_gemma":0.00008690117,"domain_scores_codex":[0.9987336,0.00008893626,0.0003357857,0.0003457476,0.0002587302,0.0002371978],"domain_scores_gemma":[0.9993864,0.00002090037,0.00007505381,0.000263341,0.0001488207,0.0001054865],"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":[0.00003635717,0.00006581211,0.0001841784,0.000006269295,0.000003163246,8.694144e-7,0.0002038799,0.0001123402,0.9971275,0.0007287821,0.001356701,0.0001741989],"study_design_scores_gemma":[0.001111851,0.00005976952,0.0002592253,0.0000102822,0.0000178454,0.00001134459,0.00005809642,0.004127936,0.9922179,0.00005093394,0.001897141,0.0001777026],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847348,0.00003795305,0.00328039,0.00120516,0.0001936659,0.0003522092,0.0000163875,0.0004264083,0.009752994],"genre_scores_gemma":[0.9941458,0.000004217502,0.0008165271,0.001216176,0.0002115628,0.00002477221,0.00002536064,0.00002270366,0.003532901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009410947,"threshold_uncertainty_score":0.9958443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009894418702270839,"score_gpt":0.2264885929456143,"score_spread":0.2165941742433435,"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."}}