{"id":"W2087347295","doi":"10.1021/la034894n","title":"Langmuir and Langmuir−Blodgett Films of Mixed Asphaltene and a Demulsifier","year":2003,"lang":"en","type":"article","venue":"Langmuir","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Langmuir–Blodgett film; Demulsifier; Langmuir; Asphaltene; Chemical engineering; Langmuir adsorption model; Materials science; Chemistry; Nanotechnology; Organic chemistry; Adsorption; Monolayer; Emulsion; 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":[0.0004794179,0.0005753647,0.0002994059,0.0007127489,0.0002759618,0.0003103181,0.0006313121,0.0003995579,0.001750117],"category_scores_gemma":[0.0003322655,0.0003696471,0.000299849,0.0006179773,0.0001720862,0.0004615242,0.0002336118,0.0004386283,0.0004273753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006311641,"about_ca_system_score_gemma":0.0002298439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002632014,"about_ca_topic_score_gemma":0.003761036,"domain_scores_codex":[0.999662,0.00004538709,0.00002798725,0.00006285302,0.0001461832,0.00005554884],"domain_scores_gemma":[0.9998197,0.00002643509,0.00002951143,0.00002116556,0.00008114642,0.00002194574],"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":[0.0001103894,0.00002582007,0.0002048741,0.00005368039,0.000008308153,0.00003729622,0.00002591841,0.00008355618,0.9988177,0.0001102633,0.00005652805,0.0004656109],"study_design_scores_gemma":[0.00003277176,0.0002369288,0.002413721,0.000008712718,0.000021818,0.00008585634,0.00005488389,0.001855571,0.9932269,0.00002946463,0.002023504,0.000009732449],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853822,0.002974958,0.006763189,0.0001388522,0.00006207281,0.0001279213,0.001532449,0.0001511548,0.002867233],"genre_scores_gemma":[0.9623158,0.003888655,0.01867887,0.0001351315,0.00003248405,0.0003251391,0.002926137,0.00006749139,0.01163036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002632014,"threshold_uncertainty_score":0.005854726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009050312806996795,"score_gpt":0.2202027154360536,"score_spread":0.2111524026290568,"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."}}