{"id":"W4378639238","doi":"10.1016/j.jcis.2023.05.157","title":"Spontaneous clustering of exfoliated two-dimensional materials at the air-water interface","year":2023,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Graphene; Materials science; Cluster (spacecraft); Nanosheet; Oxide; Monolayer; Nanotechnology; Nanorod; Molybdenum disulfide; Chemical physics; Langmuir; Dispersion (optics); Nanoparticle; Coating; Chemical engineering; Cluster analysis; Composite material; Chemistry; Optics; Physical chemistry; Adsorption","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":[0.0001259342,0.0001622999,0.0002430996,0.0002632423,0.0002907213,0.0004390874,0.000409132,0.0002586986,0.001044141],"category_scores_gemma":[0.0003263431,0.0001830776,0.0001645194,0.0001237013,0.000229765,0.0003382254,0.0002707397,0.0003091449,0.0002978281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003656237,"about_ca_system_score_gemma":0.0001402566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004646174,"about_ca_topic_score_gemma":0.0008667195,"domain_scores_codex":[0.9998587,0.00001037106,0.000005974087,0.00004020638,0.0000441047,0.00004064708],"domain_scores_gemma":[0.9998333,0.00005545736,0.0000288631,0.00002175164,0.0000301784,0.00003039349],"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":[0.0000672629,0.00002096273,0.0002092311,0.00003341051,0.000008441466,0.00007763525,0.00004110813,0.0003904764,0.9975269,0.0002533385,0.00008418784,0.001286932],"study_design_scores_gemma":[0.00001843794,0.00006112456,0.00163707,0.000002805235,0.000006945744,0.0000503878,0.00003558183,0.005344758,0.9923334,0.00008425815,0.0004184506,0.000006744635],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965228,0.0002502433,0.002205736,0.00003617201,0.00001773124,0.000009755175,0.00006377404,0.00005522521,0.0008387041],"genre_scores_gemma":[0.9982159,0.00005969805,0.0007912653,0.00001689631,0.000005322382,0.00000654251,0.00005908538,0.00001442519,0.0008308165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001044141,"threshold_uncertainty_score":0.003493071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01604854021976658,"score_gpt":0.2876247830404012,"score_spread":0.2715762428206346,"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."}}