{"id":"W4409485441","doi":"10.5006/c2021-17019","title":"Bitumen Natural Corrosion Inhibition for Canadian Heavy Oil Thermal Recovery Pipeline System","year":2021,"lang":"en","type":"article","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Corrosion; Pipeline (software); Petroleum engineering; Asphalt; Petroleum; Pipeline transport; Natural gas; Environmental science; Metallurgy; Materials science; Waste management; Geology; Engineering; Composite material; Environmental engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002187932,0.0003743634,0.0002759384,0.0003932362,0.0004502119,0.0002879888,0.0003947935,0.0002338478,0.001301481],"category_scores_gemma":[0.0003226438,0.0001562799,0.0002701181,0.0003216143,0.0002111223,0.0001716532,0.0001882083,0.0003257878,0.0002525937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001328693,"about_ca_system_score_gemma":0.0007348897,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05989709,"about_ca_topic_score_gemma":0.1443358,"domain_scores_codex":[0.9995946,0.00002349208,0.00001869781,0.00004925638,0.0002449132,0.00006908739],"domain_scores_gemma":[0.9995611,0.00003059025,0.00007936278,0.00002446495,0.0002720285,0.00003240943],"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":[0.0001368459,0.00002015559,0.001693298,0.00007546229,0.000008054431,0.00005858866,0.00004853517,0.0005062022,0.9950581,0.00002170961,0.0001007802,0.002272259],"study_design_scores_gemma":[0.000003577001,0.0004066242,0.009871903,0.000005950504,0.00001820944,0.00004217816,0.00006701778,0.001313717,0.9872186,0.00000481835,0.001038881,0.000008462438],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981202,0.0002923572,0.0006127387,0.00002064998,0.000005731992,0.00001235323,0.0001678204,0.00004155715,0.0007265644],"genre_scores_gemma":[0.9967435,0.0002620033,0.0008154072,0.0000105363,0.000001565009,0.000007932249,0.0002050086,0.00001129475,0.001942681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9401029,"threshold_uncertainty_score":0.1190969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01425710831385368,"score_gpt":0.2344947913779617,"score_spread":0.220237683064108,"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."}}