{"id":"W2329837031","doi":"10.1021/ie203025f","title":"Mass Transfer at a Vertical Oscillating Screen Stack in Relation to Catalytic and Electrochemical Reactor Design","year":2012,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Electrodeposition and Electroless Coatings","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Stack (abstract data type); Mass transfer; Mass transfer coefficient; Limiting current; Electrochemistry; Diffusion; Chemistry; Analytical Chemistry (journal); Materials science; Mechanics; Thermodynamics; Electrode; Chromatography; Physics; Physical chemistry","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":[0.0008566534,0.0002093825,0.0002237655,0.0001440102,0.00006135512,0.00005522004,0.0001382862,0.0003462844,0.0000285428],"category_scores_gemma":[0.0004446839,0.0002409598,0.00003292884,0.0006396025,0.00002726318,0.0001599997,0.00004194453,0.001255741,0.00001639622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007893643,"about_ca_system_score_gemma":0.00004593857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001558132,"about_ca_topic_score_gemma":0.000001332396,"domain_scores_codex":[0.9978655,0.00004294052,0.000308046,0.0002611224,0.0004336798,0.001088734],"domain_scores_gemma":[0.9990348,0.000328722,0.000005568211,0.0001815118,0.00004716373,0.0004022754],"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":[0.00008280636,0.00001446412,0.0007393155,0.00005002892,0.00001731256,0.000003812958,0.0001805163,0.004047244,0.9944063,0.00002719596,0.0002067187,0.0002242479],"study_design_scores_gemma":[0.0005748412,0.00004292331,0.0002699399,0.00009292761,0.000007342869,0.00002262499,0.00001458786,0.03030474,0.9681614,0.000006796247,0.0002573126,0.0002445522],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952753,0.0001949013,0.003328714,0.0001315675,0.00004539147,0.0002921826,0.000003079482,0.0001848933,0.0005439961],"genre_scores_gemma":[0.9991902,0.00001556504,0.0001944996,0.0000062746,0.0003866702,0.00005872219,0.0000230328,0.00005981918,0.00006528036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0262575,"threshold_uncertainty_score":0.9826057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05977089309451071,"score_gpt":0.2843574340416227,"score_spread":0.2245865409471119,"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."}}