{"id":"W2070416611","doi":"10.1016/j.jbbm.2007.07.002","title":"Improving parameter estimation for cell surface FRAP data","year":2007,"lang":"en","type":"article","venue":"Journal of Biochemical and Biophysical Methods","topic":"Advanced Fluorescence Microscopy Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Bleach; Fluorescence recovery after photobleaching; Diffusion; Confocal; Biological system; Effective diffusion coefficient; Materials science; Chemistry; Optics; Fluorescence; Thermodynamics; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0009128073,0.0001315297,0.0002079854,0.00002559032,0.00003935971,0.00002126211,0.0002865269,0.0001654221,9.684105e-7],"category_scores_gemma":[0.0005532134,0.0001009496,0.00008740403,0.00007099214,0.000131755,0.00001530793,0.0001458986,0.0001556725,2.021762e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000996506,"about_ca_system_score_gemma":0.00002726766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001708438,"about_ca_topic_score_gemma":8.736385e-8,"domain_scores_codex":[0.9990617,0.00004190764,0.0003413761,0.0002579098,0.00009440238,0.0002026786],"domain_scores_gemma":[0.9990662,0.0001828586,0.0002444883,0.0002668543,0.0001233824,0.0001162349],"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":[0.0002289216,0.00008206457,0.00003059818,0.00003516684,0.00001253599,9.183568e-7,0.000005128566,0.000001326664,0.9393339,0.00001025174,0.0004803341,0.05977887],"study_design_scores_gemma":[0.0003164576,0.0004947136,0.00005185992,0.00001981844,0.00003569194,0.00001663583,0.0000148733,0.001763674,0.9949722,0.0008075312,0.001373426,0.0001331671],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3405426,0.0004926501,0.6587539,0.00005275496,0.00005552437,0.00007953202,0.0000131331,0.000004489998,0.000005483007],"genre_scores_gemma":[0.178551,0.00006176775,0.8209929,0.00009175327,0.0002466083,7.635474e-7,0.00002617843,0.00001224702,0.00001674857],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.162239,"threshold_uncertainty_score":0.4116607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0247558233334546,"score_gpt":0.3900109972457098,"score_spread":0.3652551739122552,"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."}}