{"id":"W2135601132","doi":"10.1002/ceat.200700158","title":"Intensification of Rate of Diffusion Controlled Reactions in a Parallel Plate Electrochemical Reactor Stirred by a Curtain of Electrochemically Generated Gas Bubbles","year":2007,"lang":"en","type":"article","venue":"Chemical Engineering & Technology","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Mass transfer; Electrolyte; Limiting current; Chemistry; Electrochemistry; Oxygen; Diffusion; Mass transfer coefficient; Analytical Chemistry (journal); Confined space; Chemical engineering; Materials science; Electrode; Thermodynamics; Chromatography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003650733,0.00018706,0.0005961576,0.0003484325,0.00001024023,0.000003577722,0.000219888,0.0003961877,0.00002458918],"category_scores_gemma":[0.0009349325,0.0001819905,0.00008558579,0.000656817,0.000154346,0.00005626155,0.00005714818,0.0003081847,0.000001276401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001157764,"about_ca_system_score_gemma":0.00003708232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000264159,"about_ca_topic_score_gemma":0.000001715044,"domain_scores_codex":[0.9982319,0.00001567119,0.0009564603,0.0003026824,0.000145818,0.0003474719],"domain_scores_gemma":[0.9989013,0.0001806552,0.0003355872,0.0002743347,0.0002508075,0.00005730752],"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":[0.0006733846,0.0002551719,0.0000715195,0.00004854286,0.000003882188,0.00000128554,0.00002804586,0.00003330939,0.9983447,0.0003789359,0.00004587895,0.0001153912],"study_design_scores_gemma":[0.001851175,0.0001089699,0.00003174412,0.0001133376,0.00002360632,0.00001130977,0.0000244176,0.003359345,0.9940829,0.0002128526,0.00003616555,0.000144201],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675424,0.0001575291,0.03170948,0.000148633,0.00003965499,0.0002578076,0.00001073347,0.0001252295,0.000008608024],"genre_scores_gemma":[0.9962962,0.00004492241,0.003505484,0.000006277437,0.00001144285,0.00004222467,0.0000650567,0.00002024039,0.00000812604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0287539,"threshold_uncertainty_score":0.7421359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005553308024898647,"score_gpt":0.2176786709681045,"score_spread":0.2121253629432059,"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."}}