{"id":"W2326273076","doi":"10.1021/ja2101278","title":"Microfluidic Study of Fast Gas–Liquid Reactions","year":2011,"lang":"en","type":"article","venue":"Journal of the American Chemical Society","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; University of Toronto","funders":"","keywords":"Chemistry; Microfluidics; Bubble; Liquid liquid; Gas bubble; Mass transfer; Microreactor; Dispersity; Reaction rate; Chemical reaction; Kinetics; Chemical kinetics; Reaction rate constant; Nanotechnology; Catalysis; Chromatography; Organic chemistry; Mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003792723,0.0005499101,0.0003894462,0.0003566971,0.0003406603,0.0006872084,0.000542432,0.0003892779,0.001169116],"category_scores_gemma":[0.0006278073,0.0002155314,0.0002358912,0.0002167295,0.0005635991,0.0009069865,0.0005239494,0.0007440459,0.0002084919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009315667,"about_ca_system_score_gemma":0.0006722743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007269027,"about_ca_topic_score_gemma":0.0003084021,"domain_scores_codex":[0.9996625,0.00006446529,0.00001580191,0.00008318404,0.0001049004,0.00006910473],"domain_scores_gemma":[0.9997255,0.0001438977,0.00004507013,0.00002092319,0.00003198863,0.000032631],"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":[0.0001544092,0.00009061258,0.0004594657,0.0002174833,0.00002148134,0.0002335845,0.00008263747,0.003485184,0.9553189,0.0286656,0.0004855008,0.01078501],"study_design_scores_gemma":[0.00007678869,0.0003104801,0.001105995,0.00002575825,0.00002112082,0.0002988051,0.00003475884,0.04748507,0.9297905,0.004221886,0.01658745,0.00004131432],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.749806,0.02528374,0.2023153,0.001523043,0.001008065,0.0003292178,0.0005371869,0.0005223914,0.01867501],"genre_scores_gemma":[0.9655582,0.004431501,0.02637971,0.0001500445,0.0001971437,0.0001243958,0.0001570397,0.00002435318,0.002977578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001169116,"threshold_uncertainty_score":0.006758988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747777963545079,"score_gpt":0.2438000934888784,"score_spread":0.2263223138534276,"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."}}