{"id":"W3024568395","doi":"10.1021/acs.jpclett.9b03833","title":"Self-Healing Dyes—Keeping the Promise?","year":2020,"lang":"en","type":"article","venue":"The Journal of Physical Chemistry Letters","topic":"Advanced Fluorescence Microscopy Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; H2020 European Research Council; Deutsche Forschungsgemeinschaft; Canada Foundation for Innovation; Alexander von Humboldt-Stiftung","keywords":"Photobleaching; Bioconjugation; Fluorescence; Nanotechnology; Chemistry; Self-healing; Biophysics; Materials science; Biology","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":[0.0001853047,0.0001368766,0.0001505037,0.000003909224,0.0001041021,0.00002046469,0.0005927486,0.00004303071,0.00000322628],"category_scores_gemma":[0.00009817089,0.00007939891,0.0001448746,0.00007895643,0.000145124,0.000007196207,0.0001157198,0.0003845425,0.000002102749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002048531,"about_ca_system_score_gemma":0.00003984293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.757215e-7,"about_ca_topic_score_gemma":4.224374e-8,"domain_scores_codex":[0.9992327,0.0000553071,0.0002143962,0.0001225207,0.0001818283,0.0001932601],"domain_scores_gemma":[0.9993514,0.00004003374,0.0002380652,0.0002245948,0.00006219445,0.00008364848],"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":[0.0000811975,0.00002393171,0.00002028404,0.00003542736,0.00004493041,0.000003614477,0.0003254278,0.0003118551,0.9971399,0.000002671263,0.001854244,0.0001565731],"study_design_scores_gemma":[0.0001797896,0.00006587489,0.00001296606,0.00002247151,0.00004316019,0.00003796093,0.00008835187,0.0003668379,0.9938395,0.00003248092,0.005211523,0.00009905748],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9611449,0.0002585985,0.02278179,0.01548178,0.00002546282,0.0001289509,0.000003085115,0.00002331744,0.0001520704],"genre_scores_gemma":[0.9910659,0.00005562489,0.003218031,0.004057742,0.00156853,0.000002741977,0.000002594616,0.00002258719,0.000006223732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02992098,"threshold_uncertainty_score":0.3237793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007440065445600145,"score_gpt":0.2513842680882965,"score_spread":0.2439442026426964,"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."}}