{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001158307,0.00008497706,0.000123554,0.00005382281,0.00009712113,0.0000967873,0.0004122376,0.0000514882,0.0001187368],"category_scores_gemma":[0.00004441064,0.00006356866,0.00006200752,0.00002669485,0.0000376644,0.0001234635,0.000002735841,0.0002299104,0.00002381182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005636158,"about_ca_system_score_gemma":0.00006753951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002055881,"about_ca_topic_score_gemma":0.000269416,"domain_scores_codex":[0.9995067,0.000001913283,0.000180199,0.00003539811,0.00009606066,0.0001797223],"domain_scores_gemma":[0.9993837,0.00001467207,0.00003806566,0.0002133722,0.00003840839,0.000311792],"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":[0.00001962116,0.00001170334,0.0004927018,0.0002772198,0.0004402102,0.0006461064,0.002227286,0.443977,0.500517,0.01236847,0.03403533,0.004987384],"study_design_scores_gemma":[0.0005939448,0.00001762515,0.001596374,0.0001470541,0.00005510723,0.0002800973,0.000006399131,0.03074626,0.6087478,0.0001834849,0.3572594,0.0003664588],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808846,0.0007767548,0.001001378,0.004141192,0.00283363,0.00009113443,0.000007044814,0.00006728194,0.01019702],"genre_scores_gemma":[0.9992273,0.000006038814,0.0001967741,0.0000396245,0.0004202005,6.185423e-7,6.327571e-7,0.00001690838,0.00009187975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4132307,"threshold_uncertainty_score":0.2592255,"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."}}