{"id":"W4408603853","doi":"10.5006/mp2013_52_2-42","title":"Chemically Treating Assets in the Bakken Formation","year":2013,"lang":"en","type":"article","venue":"Materials performance","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Engineering; Forensic engineering; Materials science; Environmental science; Metallurgy","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":[0.000201737,0.0002157362,0.0002318444,0.0005994476,0.001537305,0.001009434,0.0003528547,0.0003724498,0.0008454786],"category_scores_gemma":[0.000279001,0.0001430711,0.000113709,0.0008238617,0.000695321,0.0004416853,0.0005428565,0.0002958076,0.0001921762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002960359,"about_ca_system_score_gemma":0.002211474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1755246,"about_ca_topic_score_gemma":0.5478466,"domain_scores_codex":[0.9996939,0.0000250904,0.00001579105,0.00004641573,0.0001344211,0.00008431578],"domain_scores_gemma":[0.9998446,0.0000260059,0.00002765153,0.000008843826,0.00007164193,0.00002130753],"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":[0.0005802471,0.0001713637,0.1728386,0.0005128282,0.00006979097,0.002898241,0.00433693,0.0210175,0.738359,0.004997589,0.0007887554,0.05342914],"study_design_scores_gemma":[0.00003353184,0.001082469,0.3871658,0.000136899,0.00008271421,0.001239919,0.02084562,0.0069982,0.565327,0.001131846,0.01586852,0.0000873487],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967788,0.0001462003,0.0002863314,0.00003412332,0.000001517075,0.00001529026,0.00006334556,0.000004568341,0.002669754],"genre_scores_gemma":[0.9967026,0.0003129095,0.0009229303,0.00002106875,6.371033e-7,0.000006230864,0.00006770286,0.000003790753,0.001962108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1755246,"threshold_uncertainty_score":0.3490059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0079869996709169,"score_gpt":0.1919723890684937,"score_spread":0.1839853893975768,"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."}}