{"id":"W1994518622","doi":"10.1021/la050519e","title":"Continuous Microfluidic Reactors for Polymer Particles","year":2005,"lang":"en","type":"article","venue":"Langmuir","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":248,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Microfluidics; Photopolymer; Dispersity; Polymer; Monomer; Polymerization; Materials science; Nanotechnology; Chemical engineering; Microreactor; Polymer chemistry; Chemistry; Organic chemistry; Composite material; Catalysis","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":[0.0001031336,0.0001101549,0.0001195058,0.00006739356,0.00004236485,0.00001641763,0.00009216356,0.00006887779,0.00004466944],"category_scores_gemma":[0.000008354895,0.0001053009,0.00003801965,0.0001857265,0.00003297407,0.0000926163,0.00001172609,0.00006905238,0.00005131506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005230835,"about_ca_system_score_gemma":0.000006249682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004861883,"about_ca_topic_score_gemma":3.275481e-7,"domain_scores_codex":[0.9994178,0.000004175836,0.0001944483,0.0001065295,0.00005867032,0.0002183379],"domain_scores_gemma":[0.9997638,0.00001688817,0.00002353011,0.0001234946,0.00005324896,0.00001903099],"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":[0.000005407588,0.00001255688,0.0001378141,0.00001875961,0.00001809689,5.624618e-7,0.0002049273,3.438931e-7,0.8136538,0.008456697,0.1321652,0.04532589],"study_design_scores_gemma":[0.0001502759,0.00001136395,0.0002286422,0.000005259673,0.00000538765,0.000003467672,0.00003253318,0.00008697877,0.6558242,0.000130454,0.3434243,0.00009715911],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7490696,0.006162695,0.2343433,0.0007093457,0.0002828434,0.0004233421,0.00007590387,0.001532598,0.007400328],"genre_scores_gemma":[0.997167,0.0000200318,0.001195519,0.0003426054,0.0002788598,0.00005756945,0.0000686461,0.00003627584,0.0008334848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2480974,"threshold_uncertainty_score":0.4294045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01187445828363679,"score_gpt":0.2344711105464408,"score_spread":0.222596652262804,"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."}}