{"id":"W4249080193","doi":"10.1002/cjce.23277","title":"Issue Highlights","year":2019,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Carbon and Quantum Dots Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fluorescence; Photoluminescence; Fluorophore; Fluorescence spectroscopy; Radioluminescence; Nanotechnology; Spectroscopy; Chemistry; Phosphorescence; Photochemistry; Materials science; Optoelectronics; Computer science; Physics; Telecommunications; Optics","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":[0.0001581955,0.00005376569,0.00009682616,0.00004509027,0.00002506339,0.00004554679,0.0002588585,0.0000311218,0.0006895749],"category_scores_gemma":[0.00003431504,0.00003621121,0.00004259547,0.00007999272,0.0000247658,0.00004989398,0.00000731721,0.0001231606,0.0002488485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007562173,"about_ca_system_score_gemma":0.0001483815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005745525,"about_ca_topic_score_gemma":0.00007327512,"domain_scores_codex":[0.999542,0.000004314873,0.0001495213,0.00004826399,0.00009925421,0.0001566253],"domain_scores_gemma":[0.9995118,0.00004075159,0.00004741754,0.0001335199,0.00004433597,0.0002221443],"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":[0.000001416345,0.000001390884,0.00001111684,0.000004830147,0.00000320784,0.000003636816,0.000100645,0.0008609243,0.9893261,0.008695194,0.0009499456,0.00004160053],"study_design_scores_gemma":[0.0001487538,0.00001226499,0.00008547719,0.00003146486,0.00001070355,0.0001107781,0.000008127116,0.001603178,0.896235,0.0002235298,0.1014339,0.00009680118],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962034,0.0001457729,0.00005574463,0.002324588,0.0004878092,0.0000413414,0.00000245449,0.000008156836,0.0007307986],"genre_scores_gemma":[0.9993045,7.140719e-7,0.0002163012,0.0001150622,0.0002255543,8.929933e-7,2.990106e-7,0.000008032115,0.0001286914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.100484,"threshold_uncertainty_score":0.7550362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005805494433582996,"score_gpt":0.1909732139308518,"score_spread":0.1851677194972688,"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."}}