{"id":"W2912887380","doi":"10.1002/aic.16569","title":"Preventing crude oil adhesion using fully waterborne coatings","year":2019,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Coating; Materials science; Melamine; Polymer; Surface modification; Adhesion; Raw material; Chemical engineering; Extraction (chemistry); Polyurethane; Silicone; Crude oil; Silicone oil; Pulp and paper industry; Nanotechnology; Chemistry; Composite material; Organic chemistry; Petroleum 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001227611,0.0001233649,0.0001829988,0.00006124574,0.0002648048,0.0002187002,0.0002557631,0.00007178867,0.002889909],"category_scores_gemma":[0.00008963706,0.00009858431,0.00008215051,0.0001054176,0.00002986066,0.0003825895,0.00007517269,0.0002341432,0.0009521066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008785592,"about_ca_system_score_gemma":0.00008557895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005255974,"about_ca_topic_score_gemma":0.000002369712,"domain_scores_codex":[0.9985695,0.0001641754,0.0003793984,0.0002061756,0.0003589106,0.0003218611],"domain_scores_gemma":[0.9992705,0.00005202381,0.0002129399,0.0002115403,0.0001307419,0.0001222571],"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":[0.00001854107,0.00003105749,0.005299658,0.0000151629,0.000002924212,0.000005653871,0.0005070735,0.0003823407,0.9929373,0.00001374073,0.0001521822,0.0006343693],"study_design_scores_gemma":[0.0005601804,0.0000541046,0.002847142,0.0001165861,0.00001824755,0.0002158595,0.0003762356,0.0035539,0.9896039,0.0001149759,0.002330244,0.0002086364],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972142,0.0001106317,0.0005362006,0.0002514274,0.0007830546,0.00004652468,0.00000159657,0.00004322386,0.001013152],"genre_scores_gemma":[0.9918385,0.0000221375,0.005722342,0.0002292144,0.0001621505,9.207944e-7,0.000001121898,0.00001777492,0.002005849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005375701,"threshold_uncertainty_score":0.9998258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02688528407860349,"score_gpt":0.2645001122923987,"score_spread":0.2376148282137952,"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."}}