{"id":"W2191106026","doi":"10.1021/acs.langmuir.5b02914","title":"Single Layer Deposition of Polystyrene Particles onto Planar Polydimethylsiloxane Substrates","year":2015,"lang":"en","type":"article","venue":"Langmuir","topic":"Electrostatics and Colloid Interactions","field":"Chemistry","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"DLVO theory; Particle deposition; Polydimethylsiloxane; Polystyrene; Deposition (geology); Particle (ecology); Substrate (aquarium); Layer (electronics); Surface charge; Materials science; Chemistry; Surface roughness; Chemical engineering; Chemical physics; Nanotechnology; Colloid; Polymer; Composite material; Physical chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004497796,0.000085418,0.0001214186,0.00002912437,0.00003834787,0.00002466076,0.00008074939,0.00005157891,0.0001350722],"category_scores_gemma":[0.00002265188,0.00007975114,0.00004430526,0.0000881957,0.00002413781,0.00007916787,0.00001033147,0.00007179414,0.00002871395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004840922,"about_ca_system_score_gemma":0.00002826152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006062943,"about_ca_topic_score_gemma":0.0003901228,"domain_scores_codex":[0.9993884,0.00001229032,0.0001773135,0.0001117252,0.0001408861,0.0001693693],"domain_scores_gemma":[0.999593,0.00003912308,0.00008264319,0.0001367534,0.00007291427,0.0000756077],"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":[0.00004686173,0.0001619778,0.002492082,0.00001875164,0.00003475135,0.000005215597,0.0003883357,0.00000475667,0.9933869,0.0008253069,0.001826416,0.0008086962],"study_design_scores_gemma":[0.0002928908,0.00007408918,0.0004914029,0.00001942657,0.00002683989,0.00001533274,0.0005209302,0.0001364129,0.9957216,0.0006657001,0.001940932,0.00009444822],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848007,0.0004448621,0.0000791144,0.0002687553,0.00004151111,0.00002263813,0.00003852661,0.00005235652,0.01425153],"genre_scores_gemma":[0.997896,0.000004190377,0.0007124356,0.00005271277,0.00007903115,0.000008428962,0.00005961323,0.00001359692,0.001173962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01309532,"threshold_uncertainty_score":0.3252157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03190479916492652,"score_gpt":0.2642407296554881,"score_spread":0.2323359304905615,"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."}}