{"id":"W4307392412","doi":"10.1016/j.jcis.2022.10.070","title":"Interaction of deformable solid and hollow particles with rough surface morphology in colloidal systems","year":2022,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canada Foundation for Innovation; Northern Ontario Heritage Fund Corporation","keywords":"Materials science; Particle (ecology); Surface finish; Surface roughness; Deformation (meteorology); Particle size; Colloid; Mechanics; Surface energy; Chemical physics; Composite material; Nanotechnology; Chemical engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002752649,0.0001692453,0.0003837881,0.0002460109,0.0003694989,0.0006394113,0.00028383,0.0004116238,0.001273588],"category_scores_gemma":[0.0005383693,0.0001856051,0.0003142731,0.0001176254,0.000392484,0.0003286523,0.0004247878,0.0003499431,0.0002802316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004337772,"about_ca_system_score_gemma":0.0002162686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007644529,"about_ca_topic_score_gemma":0.0009304836,"domain_scores_codex":[0.9996901,0.00004496691,0.00001360379,0.00005091125,0.0001104609,0.00009001538],"domain_scores_gemma":[0.9997907,0.00008199485,0.00003480616,0.00001841359,0.00002903646,0.00004500036],"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":[0.0001572546,0.00002782637,0.0002092444,0.00003693264,0.00001609111,0.0000754911,0.00007187374,0.0008453715,0.9966348,0.0004915615,0.00005725243,0.001376403],"study_design_scores_gemma":[0.00003915948,0.0002593726,0.002476767,0.000004194292,0.00001771947,0.00007309036,0.00006743431,0.01403156,0.9819481,0.0001589821,0.0009002117,0.00002341673],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981483,0.0001626295,0.0009777823,0.00002506477,0.000008822031,0.000007958412,0.00001435843,0.00001681483,0.0006382832],"genre_scores_gemma":[0.998268,0.00007997407,0.0009190775,0.00002475594,0.0000043108,0.000007002265,0.0000356338,0.00001084606,0.000650374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001273588,"threshold_uncertainty_score":0.0042606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01368329201575378,"score_gpt":0.2732558537780025,"score_spread":0.2595725617622487,"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."}}