{"id":"W4239384882","doi":"10.1002/cjce.22977","title":"Issue Highlights","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Clamping; Current (fluid); Electrolyte; Electrolysis; Computer science; Current density; Electrode; Current collector; Diffusion; Electrical engineering; Materials science; Nanotechnology; Chemistry; Physics; Thermodynamics; Engineering; Physical chemistry; Computer graphics (images)","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":[0.0000991917,0.00008063215,0.0001315995,0.00009387358,0.00005331377,0.00003787545,0.0001737834,0.00003532737,0.00009610211],"category_scores_gemma":[0.00004727065,0.00005807265,0.00005590662,0.0001717052,0.00005625006,0.0000588737,0.000006216163,0.000132367,0.00004108151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008311251,"about_ca_system_score_gemma":0.00004193815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008273205,"about_ca_topic_score_gemma":0.0001894995,"domain_scores_codex":[0.9995018,0.000002229871,0.0001912236,0.0000369864,0.00009388646,0.0001739285],"domain_scores_gemma":[0.9995714,0.00002455505,0.00002400453,0.00009852954,0.00009166383,0.0001898899],"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":[0.00001626538,0.00001497459,0.000216392,0.00015325,0.001244225,0.0001245403,0.006842948,0.1894428,0.645827,0.009190235,0.1417426,0.005184722],"study_design_scores_gemma":[0.0002865896,0.00002542531,0.000182715,0.00008155969,0.00007635444,0.0001460395,0.00002007909,0.03365266,0.5902895,0.0001643887,0.3747837,0.000290918],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831123,0.002710905,0.00346589,0.002366703,0.002546357,0.00008164642,0.000009784433,0.0001070591,0.005599332],"genre_scores_gemma":[0.998696,0.000006246852,0.0001811348,0.00004268546,0.001005999,6.451539e-7,5.791022e-7,0.00001661941,0.00005005341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2330411,"threshold_uncertainty_score":0.2368134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006089215536862144,"score_gpt":0.1800211362032799,"score_spread":0.1739319206664178,"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."}}