{"id":"W2084985590","doi":"10.2217/nnm.12.210","title":"Uniform Polymer Microspheres: Monodispersity Criteria, Methods of Formation and Applications","year":2013,"lang":"en","type":"review","venue":"Nanomedicine","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Microsphere; Materials science; Polymer; Polymer science; Nanotechnology; Polymer chemistry; Chemical engineering; Composite material; Engineering","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":[0.0003028003,0.0002644955,0.0008908808,0.0002447382,0.00003137927,0.00001058186,0.0001650426,0.0002537084,0.0001499108],"category_scores_gemma":[0.000008939391,0.0002181189,0.00007275031,0.000642707,0.000112176,0.0001397398,0.00005497832,0.0002224386,0.00002215368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001259822,"about_ca_system_score_gemma":0.00003505191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001084136,"about_ca_topic_score_gemma":6.906259e-8,"domain_scores_codex":[0.9988763,0.00002580413,0.0006845763,0.0001646625,0.0000926707,0.000155932],"domain_scores_gemma":[0.9992758,0.00005715489,0.0002071909,0.0003109884,0.0001185727,0.00003026184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[6.422979e-7,0.000007096694,3.172899e-7,0.0126279,0.00005193787,1.304368e-7,0.00005667009,2.801938e-8,0.004138093,0.001240138,0.00261077,0.9792663],"study_design_scores_gemma":[0.0001117378,0.00003634837,8.790291e-7,0.001801518,0.0001676666,0.00002100043,0.00006142145,0.00005549522,0.007223737,0.00006400169,0.9902647,0.000191557],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003106282,0.6633233,0.3334604,0.000004537254,0.00008334733,0.0007163035,0.00004447174,0.00008146084,0.002283072],"genre_scores_gemma":[0.0000453105,0.9905564,0.008167399,0.0000249056,0.0001017429,0.0001808734,0.0004980291,0.00004273684,0.00038258],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9876539,"threshold_uncertainty_score":0.8894629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03368922723523381,"score_gpt":0.3482658562131859,"score_spread":0.3145766289779521,"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."}}