{"id":"W7014333394","doi":"","title":"Pairing Synchrotron Radiation with an ATR-Integrated Microreactor for In-Situ Spatiotemporal Characterization of Chemical Reactions","year":2024,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microfluidics; Microreactor; Chemical reaction; Synchrotron; Fluidics; Synchrotron radiation; Infrared; Infrared spectroscopy; Reagent","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000675831,0.00053122,0.0005305642,0.0003509506,0.0003736299,0.0007539705,0.0006588704,0.0004789659,0.003183805],"category_scores_gemma":[0.0003263848,0.0003424527,0.0003841956,0.0005505725,0.000331802,0.0006066996,0.0004544721,0.0008149981,0.000898785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006362136,"about_ca_system_score_gemma":0.0006960422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004136635,"about_ca_topic_score_gemma":0.0011483,"domain_scores_codex":[0.9995202,0.00005904883,0.0000326042,0.0001395875,0.0001744755,0.0000741439],"domain_scores_gemma":[0.9997311,0.00006709201,0.000096122,0.00004608665,0.00004190086,0.0000175798],"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":[0.00007715576,0.00003675032,0.0004653587,0.00008899342,0.000007147738,0.0000442213,0.00006255853,0.0001685568,0.993849,0.0006265977,0.000285547,0.004288202],"study_design_scores_gemma":[0.00001319844,0.0001350567,0.0008873248,0.000006588804,0.000009143027,0.00005171979,0.00002472005,0.001632067,0.9926467,0.00006394605,0.004519047,0.00001041305],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8677568,0.002024243,0.1159538,0.0005153288,0.0003876023,0.0002895647,0.0009417626,0.001598172,0.01053267],"genre_scores_gemma":[0.7671627,0.002592651,0.2161105,0.000284514,0.00008010108,0.0005739251,0.001070822,0.0001897496,0.01193505],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003183805,"threshold_uncertainty_score":0.01065093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005437657533392817,"score_gpt":0.1750454516908518,"score_spread":0.169607794157459,"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."}}