{"id":"W2320210544","doi":"10.1021/la201421n","title":"Particle Deposition onto Janus and Patchy Spherical Collectors","year":2011,"lang":"en","type":"article","venue":"Langmuir","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Deposition (geology); Particle deposition; Particle (ecology); Mechanics; Diffusion; Surface charge; Porous medium; Chemistry; Colloid; Chemical physics; Materials science; Porosity; Nanotechnology; Mineralogy; Composite material; Thermodynamics; Geology; Physics; Sediment","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007025788,0.00005236205,0.00006593268,0.000007559489,0.0001003738,0.00002530102,0.0000422705,0.00002762427,0.0003545388],"category_scores_gemma":[0.00001677727,0.00004366755,0.00001234803,0.00008927866,0.00003940333,0.0000957383,0.00002759058,0.00002165291,0.00008321073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001438474,"about_ca_system_score_gemma":0.000005775999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003538801,"about_ca_topic_score_gemma":0.0001328498,"domain_scores_codex":[0.9995351,0.00003540286,0.00009217445,0.0001266766,0.00007163835,0.0001390018],"domain_scores_gemma":[0.9997985,0.00001465813,0.00002287328,0.00008777061,0.00001869314,0.00005747014],"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":[0.00006589229,0.0001298928,0.09060088,0.00001905713,0.000003855566,0.00001245405,0.005349583,0.000006483224,0.8995737,0.001261534,0.0003734296,0.002603216],"study_design_scores_gemma":[0.0003318564,0.0001294215,0.379922,0.00001060883,0.0000133662,0.00001132101,0.0001987299,0.001430464,0.6163649,0.00045216,0.0009882184,0.0001469235],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972503,0.00008687327,0.001053039,0.00003271219,0.00007663622,0.00006494291,0.000003514322,0.00007257869,0.001359423],"genre_scores_gemma":[0.99806,0.000003309951,0.001712818,0.00005769485,0.00002558642,0.00001142786,0.000001787517,0.000006336842,0.0001210383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2893211,"threshold_uncertainty_score":0.3881951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03002757536499066,"score_gpt":0.2313275279702019,"score_spread":0.2012999526052113,"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."}}