{"id":"W4379162847","doi":"10.1016/j.jcis.2023.05.156","title":"Nonaqueous foam stabilization mechanisms in the presence of volatile solvents","year":2023,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Evaporation; Volatility (finance); Bubble; Marangoni effect; Chemical engineering; Solvent; Materials science; Chemical physics; Polymer; Chemistry; Composite material; Organic chemistry; Mechanics; Thermodynamics; Convection","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":[],"consensus_categories":[],"category_scores_codex":[0.002075067,0.00005295245,0.0001127267,0.0001600119,0.0001022097,0.0000733171,0.0003715347,0.00001847378,0.00003015282],"category_scores_gemma":[0.0004866371,0.00003367589,0.00002032579,0.0009172084,0.0002157331,0.0004930167,0.00007939212,0.00006085083,0.000004380031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002455866,"about_ca_system_score_gemma":0.0001109934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001376551,"about_ca_topic_score_gemma":0.00001817658,"domain_scores_codex":[0.9988919,0.00006465186,0.000322972,0.0001093975,0.000455683,0.0001553984],"domain_scores_gemma":[0.9993075,0.0001268881,0.0002047949,0.0001209429,0.0001980831,0.00004184546],"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":[0.00002258541,0.00002941293,0.0008735508,0.00001115424,5.10111e-7,5.512512e-7,0.002018383,0.003022648,0.9932061,0.0005028856,0.0000781829,0.0002340665],"study_design_scores_gemma":[0.0002745286,0.0003864823,0.01376193,0.0001305331,0.000004911685,0.00002484983,0.001976646,0.03043831,0.9491986,0.003560597,0.0001760158,0.00006656719],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993264,0.00005512096,0.005985274,0.0001592747,0.000312693,0.0001021821,0.00000282614,0.00000596826,0.0001126307],"genre_scores_gemma":[0.9992769,0.00003778403,0.0006104654,0.00001574402,0.00001151857,0.000001847737,1.034904e-7,0.00000269718,0.00004297472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04400744,"threshold_uncertainty_score":0.1373263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01889102675052082,"score_gpt":0.2940856122792799,"score_spread":0.2751945855287591,"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."}}