{"id":"W2743716808","doi":"10.1017/s1431927617001611","title":"Combinatorial Microscopy in Liquids with Low Energy Electrons","year":2017,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Advanced Electron Microscopy Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Canadian Light Source (Canada)","funders":"","keywords":"NIST; Library science; Engineering physics; Nanotechnology; Engineering; Computer science; Materials science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003609336,0.0005033387,0.0003137331,0.0007955536,0.0004203261,0.0006827068,0.0006716563,0.0005069842,0.003289973],"category_scores_gemma":[0.0004660375,0.0002801084,0.000199792,0.0003580069,0.000824923,0.001081432,0.001203493,0.00077499,0.0007573239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004039307,"about_ca_system_score_gemma":0.0001402823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002085792,"about_ca_topic_score_gemma":0.0003361132,"domain_scores_codex":[0.9997316,0.0000743393,0.000009885436,0.00005613111,0.00009457434,0.00003338642],"domain_scores_gemma":[0.9998361,0.00007324729,0.00001992366,0.00002529032,0.00002664969,0.00001876398],"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":[0.0003181693,0.00009425612,0.00089728,0.0005183825,0.0000350454,0.0005533232,0.0001962654,0.0030941,0.7776032,0.1535562,0.006765801,0.05636797],"study_design_scores_gemma":[0.0000884828,0.0001384528,0.00159191,0.00007785863,0.00002876517,0.000787947,0.00009958108,0.06787242,0.8774184,0.03098427,0.0208388,0.00007310075],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4579821,0.01021669,0.4795731,0.002250588,0.0006362202,0.0001207463,0.0002486857,0.002043412,0.04692843],"genre_scores_gemma":[0.9239907,0.002229046,0.06501275,0.0002535106,0.00006333673,0.00009008416,0.000119026,0.0001514835,0.008090065],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003289973,"threshold_uncertainty_score":0.01100606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003452284497625471,"score_gpt":0.2867681471218927,"score_spread":0.2833158626242673,"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."}}