{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003714735,0.0006348275,0.001217238,0.00074961,0.001029996,0.003632948,0.001487692,0.004643457,0.008889116],"category_scores_gemma":[0.00363875,0.000427566,0.0004721097,0.0007691464,0.002534158,0.018268,0.001683883,0.007064036,0.004617247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001381834,"about_ca_system_score_gemma":0.00137623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004639622,"about_ca_topic_score_gemma":0.001217286,"domain_scores_codex":[0.999168,0.0002183418,0.00004272123,0.0001426671,0.0002719565,0.0001563362],"domain_scores_gemma":[0.9981402,0.0008708008,0.0001236793,0.0001290111,0.0004230813,0.0003132392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006659817,0.0003666256,0.000851566,0.005684545,0.0001293608,0.001024407,0.001203494,0.0007236478,0.05623478,0.1840209,0.187582,0.5615126],"study_design_scores_gemma":[0.00005180551,0.0004936563,0.0003144041,0.001102407,0.00004829486,0.001064264,0.001258625,0.0007890151,0.01468496,0.09163479,0.8884701,0.00008782645],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.008531565,0.8238049,0.009055882,0.1399096,0.0083077,0.00003296248,0.0001811055,0.0003929852,0.009783348],"genre_scores_gemma":[0.1213102,0.7336704,0.01954043,0.0771,0.009959994,0.000186803,0.0003541785,0.0003526019,0.03752538],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008889116,"threshold_uncertainty_score":0.02973706,"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."}}