{"id":"W3093876266","doi":"10.1016/j.isci.2020.101720","title":"Bridging Lab and Industry with Flow Electrochemistry","year":2020,"lang":"en","type":"review","venue":"iScience","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":159,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Engineering and Physical Sciences Research Council; Natural Sciences and Engineering Research Council of Canada; Royal Society of Chemistry; University of Greenwich; Université Laval","keywords":"Electrosynthesis; Nanotechnology; Commercialization; Organic synthesis; Biochemical engineering; Computer science; Process engineering; Electrochemistry; Chemistry; Materials science; Engineering; Organic chemistry; Electrode","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001722743,0.001219707,0.0009673855,0.001991573,0.0005158465,0.00248699,0.001080109,0.002612942,0.00599579],"category_scores_gemma":[0.001082433,0.0004019532,0.0005430549,0.002357277,0.002067704,0.005362973,0.002219471,0.003585697,0.003081422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001813969,"about_ca_system_score_gemma":0.002689756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001223175,"about_ca_topic_score_gemma":0.001885274,"domain_scores_codex":[0.9991626,0.0001907878,0.00006868471,0.0001449639,0.0003299351,0.0001030749],"domain_scores_gemma":[0.9994056,0.0003199296,0.00005727855,0.00003364982,0.0001198751,0.0000636289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005421937,0.0001057189,0.0001451398,0.01631535,0.00005819847,0.0002354342,0.0002032006,0.0003674182,0.003820245,0.09771078,0.04176889,0.8392154],"study_design_scores_gemma":[0.000005109646,0.00004723003,0.0001517349,0.001923555,0.00001422583,0.0002332403,0.00007611008,0.00004681437,0.000587323,0.008266835,0.9886382,0.000009593212],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001660679,0.9907369,0.0007754077,0.001902433,0.0009956997,0.000007799744,0.00001153741,0.00002033754,0.005383859],"genre_scores_gemma":[0.002771583,0.9906441,0.0009595567,0.001795598,0.0007724073,0.00001920585,0.00002299435,0.000008388532,0.003006079],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00599579,"threshold_uncertainty_score":0.02005786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01692476527284287,"score_gpt":0.2621256620638009,"score_spread":0.245200896790958,"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."}}