{"id":"W2561446372","doi":"10.1002/aic.15614","title":"Mass and heat transfer behavior of oscillating helical coils in relation to heterogeneous reactor design","year":2016,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Phase Change Materials Research","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Exothermic reaction; Mass transfer; Heat exchanger; Mechanics; Heat transfer; Diffusion; Electromagnetic coil; Tube (container); Thermodynamics; Flow (mathematics); Amplitude; Vibration; Materials science; Chemistry; Physics; Acoustics; Composite material; Optics","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":[0.0005184228,0.0001734558,0.0002115277,0.0002480912,0.0001312856,0.0003095312,0.0002089668,0.0001463583,0.0004009695],"category_scores_gemma":[0.001090423,0.0001130406,0.0001253913,0.0001883138,0.000247688,0.0002512752,0.0001076457,0.0001735753,0.0001268478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002687218,"about_ca_system_score_gemma":0.0001198115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001820325,"about_ca_topic_score_gemma":0.0002806866,"domain_scores_codex":[0.9998291,0.00004391557,0.00001300351,0.00003950451,0.00004643162,0.00002799703],"domain_scores_gemma":[0.9994081,0.0003096519,0.0001130558,0.00004349557,0.00009939975,0.00002626622],"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":[0.0004273661,0.00003213497,0.002132567,0.0000750406,0.000007416172,0.00004574467,0.00003949361,0.01564785,0.9719548,0.0006039739,0.00004645476,0.008987281],"study_design_scores_gemma":[0.00001309513,0.0004578482,0.003856615,0.00000263858,0.00001250492,0.00004308695,0.00001710103,0.02121579,0.9737459,0.0001550442,0.0004736533,0.000006638453],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735327,0.0003120612,0.0247825,0.00002851756,0.000007797136,0.00002261691,0.00005818464,0.00005468569,0.001200873],"genre_scores_gemma":[0.9963146,0.00008173198,0.003320199,0.00000398563,0.000003164533,0.00001089266,0.00003481542,0.00000605798,0.0002246212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005184228,"threshold_uncertainty_score":0.002741754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0582876324174662,"score_gpt":0.2903437545189163,"score_spread":0.2320561221014501,"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."}}