{"id":"W2327178666","doi":"10.1021/jz401174n","title":"Recent Advances in Novel Imaging Modalities","year":2013,"lang":"en","type":"article","venue":"The Journal of Physical Chemistry Letters","topic":"Advanced Fluorescence Microscopy Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Modalities; Computer science; Medical physics; Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001161211,0.0001187799,0.0001341924,0.0000126129,0.00002907422,0.00001535122,0.0003197375,0.00002512041,0.00001174522],"category_scores_gemma":[0.00005522176,0.00008252437,0.00006713337,0.0000612173,0.0001701938,0.00002550443,0.00006687998,0.0002155019,0.000001630578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004226122,"about_ca_system_score_gemma":0.00003096334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003306182,"about_ca_topic_score_gemma":3.432731e-7,"domain_scores_codex":[0.9993508,0.00002208019,0.0002057111,0.00009857572,0.0001332602,0.0001895714],"domain_scores_gemma":[0.9995093,0.00002471212,0.0001634684,0.0001795914,0.00007974642,0.00004318281],"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":[0.00003094895,0.0000484196,0.0001732018,0.00001198445,0.00000649059,0.000001307465,0.00008512002,0.0004471902,0.9953022,0.000002639719,0.0004573065,0.003433195],"study_design_scores_gemma":[0.0002170554,0.00002042377,0.0001466946,0.0000379285,0.000006779937,0.0000352617,0.0001458868,0.0001284542,0.993475,0.0002144254,0.00547012,0.0001020355],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842958,0.001955854,0.01093396,0.002490317,0.00002696385,0.00007723188,0.000002672581,0.000006293208,0.0002109],"genre_scores_gemma":[0.9960485,0.0008983829,0.001873154,0.0007153006,0.000411168,0.00000638871,0.000003395742,0.00001658383,0.00002720149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01175262,"threshold_uncertainty_score":0.3365246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004825943924004983,"score_gpt":0.2550429866287744,"score_spread":0.2502170427047694,"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."}}