{"id":"W2245353730","doi":"10.2523/86476-ms","title":"Scale Control Within North Sea Chalk/Limestone Reservoirs: The Challenge of Understanding and Optimizing Chemical Placement Methods and Retention Mechanism - Laboratory to Field","year":2004,"lang":"en","type":"article","venue":"","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Exhibition; Citation; Scale (ratio); Library science; Engineering; Computer science; Archaeology; Mining engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002957086,0.0005057718,0.0006459819,0.0004782405,0.000991898,0.001575945,0.001463399,0.0009679773,0.001547916],"category_scores_gemma":[0.004767666,0.0002702737,0.0002905393,0.0004912841,0.001868472,0.002527488,0.001137037,0.0009396842,0.0003222282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003525533,"about_ca_system_score_gemma":0.004130611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0138092,"about_ca_topic_score_gemma":0.02911847,"domain_scores_codex":[0.9980914,0.0003949534,0.0001280277,0.0002088852,0.00102048,0.000156158],"domain_scores_gemma":[0.9958846,0.001107298,0.0009446057,0.0005719044,0.001298159,0.0001933511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006230594,0.001277477,0.03085566,0.002184726,0.0001326334,0.0003295101,0.001786753,0.1211177,0.3010816,0.007206318,0.01419972,0.5192049],"study_design_scores_gemma":[0.0004282763,0.00686075,0.1275782,0.0005350492,0.0002397126,0.0004538791,0.01067574,0.1419908,0.5956391,0.02178598,0.09334658,0.0004659501],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7957495,0.007407723,0.1547361,0.0127924,0.0003040628,0.001522811,0.001139719,0.001634728,0.02471296],"genre_scores_gemma":[0.9635594,0.002449933,0.03029547,0.0004485875,0.00004431626,0.000408123,0.000241886,0.0000798106,0.002472318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0138092,"threshold_uncertainty_score":0.02745765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03749146592633887,"score_gpt":0.2919787488508263,"score_spread":0.2544872829244874,"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."}}