{"id":"W2170757187","doi":"10.1016/j.cej.2014.05.134","title":"Free-radical polymerization of styrene using a split-and-recombination (SAR) and multilamination microreactors","year":2014,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Total; Natural Sciences and Engineering Research Council of Canada; Consejo Nacional de Ciencia y Tecnología","keywords":"Microreactor; Polymerization; Styrene; Dispersity; Radical polymerization; Chemistry; Heat transfer; Chemical engineering; Materials science; Polymer chemistry; Thermodynamics; Catalysis; Polymer; Copolymer; Organic 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":[0.0002394942,0.0001332379,0.0001677514,0.0001925609,0.00002883694,0.00002485201,0.00008014889,0.0001153943,0.000005168498],"category_scores_gemma":[0.0001692834,0.0001388469,0.00002320688,0.0002286424,0.00005798233,0.0001593711,0.00003202958,0.0002357344,1.349423e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008041943,"about_ca_system_score_gemma":0.00000854165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001952579,"about_ca_topic_score_gemma":7.418642e-9,"domain_scores_codex":[0.9992903,0.000007638067,0.0003350805,0.0001012833,0.0001234012,0.0001422774],"domain_scores_gemma":[0.999659,0.00003702668,0.00007396132,0.0000885723,0.00008963409,0.00005178326],"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":[0.000002939829,0.00001031038,0.0001098254,0.00007480911,0.00001541193,3.684962e-7,0.00008488126,0.0001718865,0.9803858,0.002710125,0.00004050286,0.01639314],"study_design_scores_gemma":[0.000358734,0.00001821957,0.0006794119,0.00008527673,0.0000137064,0.00008340227,0.000008255511,0.2066206,0.7914879,0.0002441126,0.0002730744,0.000127238],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4936983,0.0001434834,0.5059293,0.00001751372,0.0000861271,0.00003467589,0.000003060412,0.00005836033,0.00002921109],"genre_scores_gemma":[0.970383,0.00002595364,0.02944066,0.000009257576,0.00009199766,0.00000114258,0.00001797709,0.00002713137,0.00000283461],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4766847,"threshold_uncertainty_score":0.566201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005935421505453095,"score_gpt":0.2003281194439576,"score_spread":0.1943926979385045,"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."}}