{"id":"W2077700678","doi":"10.1016/j.bpj.2013.05.062","title":"Fluctuation Imaging Spiced Up with a Piece of PIE","year":2013,"lang":"en","type":"article","venue":"Biophysical Journal","topic":"Advanced Fluorescence Microscopy Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Brightness; Spectroscopy; Confocal; Physics; Crystallography; Chemistry; Optics","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":[0.00004257311,0.00009751483,0.0001028384,0.0000277193,0.00004854896,0.00002647028,0.000137315,0.00003717188,0.00002282089],"category_scores_gemma":[0.00002469569,0.00007314057,0.00005187586,0.00006506134,0.0001137119,0.00001418431,0.00004012955,0.0001087071,0.000008848381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001251258,"about_ca_system_score_gemma":0.00003747393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008585169,"about_ca_topic_score_gemma":5.075938e-7,"domain_scores_codex":[0.9994184,0.00001928153,0.000149123,0.0001369419,0.0001199331,0.0001562652],"domain_scores_gemma":[0.9994769,0.000004444062,0.0001230465,0.0001483251,0.000181186,0.00006611099],"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":[0.00003755096,0.00003354421,0.0006604801,0.000004305825,0.00001167059,0.000001385573,0.00001622482,0.000004596493,0.9916852,0.00004199959,0.000563656,0.006939393],"study_design_scores_gemma":[0.000255137,0.0002287322,0.003444384,0.00002670707,0.000008638581,0.00004795249,0.00003457905,0.0001243734,0.9950985,0.0002004358,0.0004296422,0.0001008878],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8637502,0.00003986592,0.1357731,0.0001384813,0.00004981226,0.0001099338,0.00000202512,0.00001140071,0.000125236],"genre_scores_gemma":[0.9704092,0.00002849499,0.02916244,0.00009318312,0.0002047684,0.000007597983,0.000007123183,0.00001448777,0.00007266658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1066591,"threshold_uncertainty_score":0.2982586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004752165197948316,"score_gpt":0.2515038950172018,"score_spread":0.2467517298192535,"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."}}