{"id":"W2168457695","doi":"10.1017/s1551929512000399","title":"Fluorescence Microscopy Light Sources","year":2012,"lang":"en","type":"article","venue":"Microscopy Today","topic":"Advanced Fluorescence Microscopy Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Arc lamp; Fluorescence; Light-emitting diode; Visible spectrum; Microscopy; Optoelectronics; Light source; Fluorescence microscope; Wavelength; Incandescent light bulb; Optics; Materials science; Mercury (programming language); Fluorescent light; White light; Physics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003410894,0.0004648442,0.0003138914,0.0001001568,0.0002748672,0.00008019548,0.0006511823,0.0003609874,0.0001187509],"category_scores_gemma":[0.0000958512,0.0004511875,0.0001712616,0.0002242089,0.000291266,0.00003569814,0.0003593897,0.0002704339,0.0002494075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006112272,"about_ca_system_score_gemma":0.00007782775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001823693,"about_ca_topic_score_gemma":0.000006279664,"domain_scores_codex":[0.9975012,0.00009331104,0.0004049777,0.0006545991,0.0002085035,0.001137429],"domain_scores_gemma":[0.9984944,0.00001265608,0.0001667302,0.0009155016,0.000105296,0.0003053457],"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":[0.00008080904,0.0001577396,0.02954508,0.00002376033,0.0000241219,0.000001851908,0.0002099667,0.000001174617,0.9463047,0.00006903778,0.02285009,0.0007316025],"study_design_scores_gemma":[0.0002317537,0.0001734651,0.0008958619,0.00004160994,0.00001505705,0.00003020168,0.00006606238,0.00000154958,0.7731937,0.00003094972,0.2248919,0.0004279051],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9487559,0.01108574,0.03487816,0.0004826284,0.001198169,0.0007670113,0.00008416839,0.0003349748,0.002413233],"genre_scores_gemma":[0.7766772,0.0006037034,0.2155662,0.001332189,0.001213395,0.0001249516,0.0001897595,0.000182759,0.004109796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2020418,"threshold_uncertainty_score":0.999794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007323123966619998,"score_gpt":0.2849643176646208,"score_spread":0.2776411936980008,"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."}}