{"id":"W7083164968","doi":"10.1016/j.dyepig.2025.113276","title":"Fluorescence turn-on diarylethenes achieving all-visible-light-driven photoisomerization via a cocktail approach","year":2025,"lang":"en","type":"article","venue":"Dyes and Pigments","topic":"Irrigation Practices and Water Management","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Natural Science Foundation of China; Science and Technology Department of Henan Province; Innovative Solutions Canada","keywords":"Photoisomerization; Fluorescence; Absorption (acoustics); Photochromism; Rational design; Energy transfer","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003442325,0.0006026401,0.000437046,0.0003022902,0.0002434192,0.0005349822,0.0006559482,0.0005756826,0.002565579],"category_scores_gemma":[0.0002835431,0.000443263,0.0004433401,0.0003710915,0.0003333331,0.0007755742,0.001040713,0.001365464,0.0008985585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004841039,"about_ca_system_score_gemma":0.0002832572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002868398,"about_ca_topic_score_gemma":0.0005905998,"domain_scores_codex":[0.9996319,0.00003886084,0.00001840631,0.0001033683,0.00008974846,0.0001177393],"domain_scores_gemma":[0.9998226,0.00003868546,0.00004521068,0.00002969556,0.00002552161,0.00003841627],"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":[0.0001153554,0.0000642525,0.00005680601,0.0001335152,0.00002093484,0.0001539479,0.00008518471,0.0006592117,0.9888154,0.001977722,0.0002388851,0.007678611],"study_design_scores_gemma":[0.000007829487,0.0001402464,0.0001416654,0.000007261464,0.000008862813,0.00006857184,0.000009187496,0.001066264,0.9952589,0.0001129134,0.003164263,0.00001404988],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.916003,0.002334187,0.05738432,0.0003509648,0.0001571495,0.0002348288,0.0005217263,0.0005750248,0.02243881],"genre_scores_gemma":[0.9675912,0.002180858,0.0184383,0.0001892894,0.00002865616,0.0001467497,0.0002807662,0.00008906295,0.01105517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002565579,"threshold_uncertainty_score":0.008582771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01636466785412484,"score_gpt":0.2345618732058859,"score_spread":0.218197205351761,"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."}}