{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001553955,0.0003730121,0.0002482093,0.0002343388,0.0001442732,0.0002502915,0.0002766715,0.0002936253,0.0006879141],"category_scores_gemma":[0.0002153788,0.0002122465,0.0003108662,0.0001738369,0.0001682294,0.0001867183,0.0002496856,0.0002839887,0.0003689606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002598713,"about_ca_system_score_gemma":0.0001922051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005299245,"about_ca_topic_score_gemma":0.001001331,"domain_scores_codex":[0.9998411,0.00001030438,0.00001082367,0.00003856789,0.00006761707,0.00003156486],"domain_scores_gemma":[0.9998465,0.00005507224,0.00003386305,0.00002031811,0.00002824782,0.00001598038],"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":[0.000009601101,0.000003352201,0.00006888942,0.00003636125,0.000003269137,0.00002812713,0.00001203302,0.0001137748,0.9988229,0.00002373168,0.000008833121,0.0008691011],"study_design_scores_gemma":[0.000001915952,0.00006585571,0.001106698,0.000002743828,0.000005056703,0.00003281123,0.00000982255,0.0008159914,0.9975594,0.00000981299,0.0003871085,0.000002674831],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882555,0.001402738,0.008407932,0.00004108084,0.00003998731,0.00003076713,0.0001459257,0.00008079578,0.00159523],"genre_scores_gemma":[0.9762137,0.001781048,0.01879518,0.00004843847,0.00001627485,0.00002900094,0.000273298,0.00002559527,0.002817407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006879141,"threshold_uncertainty_score":0.002301335,"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."}}