{"id":"W4239800810","doi":"10.1002/cjce.23030","title":"Issue Highlights","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pressure drop; Dimensionless quantity; Computer science; Drop (telecommunication); Mechanical engineering; Mechanics; Engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.003092359,0.001113933,0.000785481,0.001808251,0.001898858,0.007329371,0.002519106,0.006455417,0.2921857],"category_scores_gemma":[0.0134406,0.0004090672,0.001088343,0.001325985,0.0007451454,0.003275245,0.002093505,0.004825493,0.1344122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002964369,"about_ca_system_score_gemma":0.007635728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004563759,"about_ca_topic_score_gemma":0.008374555,"domain_scores_codex":[0.9972874,0.0002260163,0.0001517303,0.0003155944,0.001591873,0.0004274083],"domain_scores_gemma":[0.9865299,0.0009691028,0.0005462486,0.0004612785,0.007698699,0.003794757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001463542,0.000008007366,0.000038116,0.00008162554,0.000002044027,0.00002927136,0.00000591144,0.000008190496,0.0000486993,0.000549162,0.9882261,0.01098811],"study_design_scores_gemma":[0.000007738187,0.000008701506,0.0002036979,0.00007989052,0.000002849064,0.00006055863,0.00001758256,0.00001141688,0.00006731661,0.0003877518,0.9991491,0.000003378407],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0004693598,0.01204976,0.0006772181,0.2030184,0.6288889,0.0003132549,0.00370014,0.0006165165,0.1502664],"genre_scores_gemma":[0.005761536,0.01883014,0.0008523536,0.123962,0.3978507,0.0002375048,0.004491759,0.0005553794,0.4474586],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2921857,"threshold_uncertainty_score":0.9774585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008809628255770845,"score_gpt":0.1978036525977779,"score_spread":0.188994024342007,"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."}}