{"id":"W2887672715","doi":"10.3390/polym10080857","title":"Effect of Polymer Degradation on Polymer Flooding in Heterogeneous Reservoirs","year":2018,"lang":"en","type":"article","venue":"Polymers","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Polymer; Materials science; Polymer degradation; Viscosity; Degradation (telecommunications); Polyacrylamide; Shear rate; Composite material; Chemical engineering; Polymer chemistry; Computer science; Engineering","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":[0.0003177701,0.0003541438,0.0003768505,0.0002213071,0.0001696387,0.0002935787,0.0002805959,0.0003754338,0.0004064884],"category_scores_gemma":[0.0009405616,0.0001596207,0.0003762858,0.0001764385,0.0003640474,0.0006166227,0.0003663978,0.0003250904,0.00006110207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003699178,"about_ca_system_score_gemma":0.0003602402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00146453,"about_ca_topic_score_gemma":0.0008800509,"domain_scores_codex":[0.9998252,0.00002201718,0.00001574504,0.00003961569,0.00006254431,0.00003489284],"domain_scores_gemma":[0.9996068,0.000190117,0.00009332263,0.00002263444,0.0000637659,0.00002344005],"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":[0.0002579576,0.0000993037,0.003961538,0.0002137574,0.00002316287,0.000383847,0.0001119058,0.09355064,0.8925942,0.0004153298,0.0001032832,0.008285143],"study_design_scores_gemma":[0.00002623675,0.0004825371,0.002601119,0.00001118075,0.00002912747,0.00009821488,0.00006532852,0.3639067,0.6318322,0.000189006,0.0007318642,0.00002652319],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883349,0.0002762545,0.01059679,0.00003683998,0.00001318947,0.00003247051,0.00007066019,0.0001013156,0.0005376274],"genre_scores_gemma":[0.9969354,0.000160752,0.00253464,0.0000149723,0.000001963766,0.00002434104,0.00004292109,0.000009555516,0.000275349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00146453,"threshold_uncertainty_score":0.002912045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007405608879954806,"score_gpt":0.2483393839039481,"score_spread":0.2409337750239932,"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."}}