{"id":"W7133054819","doi":"","title":"Capillarity and convection-controlled assembly in the spreading of particulate suspensions on an air-liquid interface","year":2018,"lang":"","type":"dissertation","venue":"TSpace","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Suspension (topology); Silicone oil; Capillary action; Viscosity; Drop (telecommunication); Particulates; Particle (ecology); Coating; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002018581,0.0001972719,0.0001415345,0.0001684774,0.0002218382,0.0003150219,0.0002327425,0.0001924026,0.0005348649],"category_scores_gemma":[0.0002384549,0.0001568537,0.0002191704,0.00009382433,0.0003641977,0.0003085236,0.0003148336,0.0003736902,0.000162964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002489717,"about_ca_system_score_gemma":0.0001667168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008327125,"about_ca_topic_score_gemma":0.001009861,"domain_scores_codex":[0.999846,0.00002570517,0.000007560029,0.00003445427,0.00005651138,0.00002982972],"domain_scores_gemma":[0.9998907,0.00004799619,0.00002557673,0.000006915541,0.00001513325,0.00001362916],"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":[0.00004203731,0.00001976982,0.0001831894,0.00004934441,0.000004944595,0.00006181655,0.00007328935,0.0003877343,0.9962972,0.000466207,0.00002187764,0.002392585],"study_design_scores_gemma":[0.0000166006,0.0001007122,0.001599971,0.000003411896,0.00001053909,0.00006980799,0.00001938594,0.00891131,0.9886525,0.0001367053,0.0004723954,0.000006722117],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898213,0.0009444359,0.007511729,0.00004624766,0.00001287077,0.00002293414,0.00001294094,0.00002814862,0.001599335],"genre_scores_gemma":[0.9963058,0.0003431858,0.002200613,0.00001300373,0.000005369442,0.000009805718,0.00001303304,0.00000650884,0.001102749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008327125,"threshold_uncertainty_score":0.001806378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02979327389207587,"score_gpt":0.3616642996151777,"score_spread":0.3318710257231018,"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."}}