{"id":"W4383032711","doi":"10.1016/j.fuel.2023.129149","title":"A novel approach for quantitative characterization of aqueous in-situ foam dynamic structure based on fractal theory","year":2023,"lang":"en","type":"article","venue":"Fuel","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Fractal dimension; Materials science; Coalescence (physics); Fractal; Microstructure; In situ; Characterization (materials science); Particle size; Composite material; Chemical engineering; Nanotechnology; Mathematics; Chemistry; Physics","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":[0.0002591323,0.0005314436,0.0004398639,0.00104151,0.0002363656,0.0003912933,0.0006972981,0.0006050074,0.000792975],"category_scores_gemma":[0.0003942369,0.0002592954,0.0002431167,0.0004027855,0.0004932393,0.0007144936,0.0004610113,0.0007623346,0.000256943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003802882,"about_ca_system_score_gemma":0.0001992747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004433471,"about_ca_topic_score_gemma":0.000731134,"domain_scores_codex":[0.9997347,0.00002539138,0.00001172118,0.00007643054,0.0001301724,0.00002165681],"domain_scores_gemma":[0.9997073,0.0001009075,0.00004341914,0.00005300591,0.0000738977,0.00002147985],"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":[0.00001520782,0.00002021586,0.0001624859,0.00004266848,0.000006648788,0.00002196274,0.00002440059,0.0003261281,0.9921422,0.001164244,0.0000653028,0.006008554],"study_design_scores_gemma":[0.000007030153,0.0001082975,0.001344589,0.000005347697,0.0000213751,0.0002625764,0.00002336335,0.04681059,0.9476907,0.0007732277,0.002924767,0.00002821982],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1638308,0.0008895368,0.8313437,0.0001022157,0.00008589364,0.0001103812,0.0004627878,0.0007222848,0.002452507],"genre_scores_gemma":[0.6398405,0.0007563735,0.356241,0.000104287,0.00006954654,0.0002327143,0.0005384425,0.0001374383,0.002079607],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00104151,"threshold_uncertainty_score":0.002759218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02256495520239726,"score_gpt":0.280456386091683,"score_spread":0.2578914308892857,"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."}}