{"id":"W2165188055","doi":"10.1002/jssc.200800671","title":"Transverse diffusion of laminar flow profiles – a generic method for mixing reactants in capillary microreactor","year":2009,"lang":"en","type":"review","venue":"Journal of Separation Science","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microreactor; Laminar flow; Capillary action; Mixing (physics); Diffusion; Laminar flow reactor; Chemistry; Flow (mathematics); Chromatography; Analytical Chemistry (journal); Materials science; Chemical engineering; Mechanics; Thermodynamics; Organic chemistry; Open-channel flow; Catalysis","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":[0.00109755,0.0002227303,0.0009112742,0.0006416329,0.00006708258,0.00003305293,0.0004346785,0.00014495,0.00001015394],"category_scores_gemma":[0.00004926497,0.0001788233,0.0002643786,0.001084636,0.00006578039,0.000262609,0.00001129112,0.0002281012,0.000001617182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002502698,"about_ca_system_score_gemma":0.0004929896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002091895,"about_ca_topic_score_gemma":0.000001468789,"domain_scores_codex":[0.9980885,0.00005738509,0.001054365,0.0002010348,0.0003546512,0.0002440392],"domain_scores_gemma":[0.9988536,0.0001125406,0.0005353431,0.0001986518,0.0002164336,0.00008341326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001072737,0.00005371517,5.959668e-7,0.001493118,0.00002326755,0.000005141809,0.0003459884,0.00007953333,0.5830877,0.00004426564,0.002726644,0.4121293],"study_design_scores_gemma":[0.0003379737,0.0001954046,0.00002518503,0.003095383,0.0002630724,0.0002817329,0.00005799789,0.003258452,0.04048138,0.00007414252,0.9515921,0.0003372095],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001847556,0.9591013,0.03831491,0.00001122746,0.0001200166,0.000508759,0.00002435921,0.000009735805,0.00006216764],"genre_scores_gemma":[0.0002499234,0.987318,0.01226353,0.000007470661,0.00008939384,0.00002168224,0.00001329224,0.0000204778,0.00001628365],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9488654,"threshold_uncertainty_score":0.7292203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03312329240075611,"score_gpt":0.3436831179196033,"score_spread":0.3105598255188472,"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."}}