{"id":"W2115422563","doi":"10.1017/s1431927611000985","title":"Challenging the Limits of Diffraction for Imaging, Biosensing and Optical Manipulation","year":2011,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Biosensor; Materials science; Diffraction; Nanotechnology; Optics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003273454,0.0001144237,0.0001913649,0.00009426795,0.0001723614,0.0000511541,0.00007302799,0.0000440775,0.00001887407],"category_scores_gemma":[0.00002049445,0.00008469816,0.000058447,0.00009429878,0.0001509538,0.0001284123,0.00002958018,0.00006203348,0.000001123416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001720096,"about_ca_system_score_gemma":0.000008378487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001200785,"about_ca_topic_score_gemma":0.00004131621,"domain_scores_codex":[0.9992576,0.00003060179,0.0002102493,0.0002419464,0.00006017068,0.0001993871],"domain_scores_gemma":[0.9995852,0.00005332318,0.0001177508,0.0001542068,0.00005688975,0.00003266799],"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":[0.00004149715,0.00002560265,0.0009126335,0.00002312393,0.00001777955,3.623968e-7,0.0004821669,2.946866e-7,0.9948692,0.001253231,0.00004202687,0.002332132],"study_design_scores_gemma":[0.0001310093,0.0000562225,0.003368321,0.00002215713,0.0001637289,0.00001196125,0.0002108598,0.0005521151,0.9944662,0.0007596525,0.0001611118,0.00009666073],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9626358,0.00140646,0.03523269,0.0002238872,0.00004234819,0.0001699573,0.00000485937,0.00004346369,0.0002405221],"genre_scores_gemma":[0.9794259,0.0003176777,0.02007785,0.00007421325,0.00002530316,0.000007481066,0.000004058729,0.00001152515,0.00005597204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0167901,"threshold_uncertainty_score":0.3453891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575573712193956,"score_gpt":0.2924757684417825,"score_spread":0.266720031319843,"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."}}