{"id":"W4399828025","doi":"10.32920/26052760","title":"Photoinduced Luminescence Enhancement of Hydrophilic 'Caged' Carbons Dots","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Carbon and Quantum Dots Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Luminescence; Photochemistry; Materials science; Nanotechnology; Optoelectronics; Chemical engineering; Chemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000374633,0.0003415885,0.0005090253,0.0001733757,0.00005383361,0.00009954237,0.0006430129,0.0002243657,0.002051414],"category_scores_gemma":[0.00003440541,0.0002953534,0.0002111374,0.0002386174,0.0001860065,0.00002603639,0.001513629,0.0004410837,0.0007125411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001124578,"about_ca_system_score_gemma":0.0003360381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001282512,"about_ca_topic_score_gemma":0.0001151387,"domain_scores_codex":[0.9975979,0.00005049723,0.0006735098,0.0008717764,0.0004729542,0.0003333643],"domain_scores_gemma":[0.9982331,0.00005711183,0.0002432593,0.001227567,0.0001104054,0.0001284999],"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":[0.000006759517,0.0001092511,0.000003551519,0.0003492386,0.00001734503,0.000005212655,0.0002704631,0.00002071345,0.9921108,0.005764363,0.001103598,0.0002386704],"study_design_scores_gemma":[0.0001073233,0.00003296075,0.00004307697,0.0002533355,0.00008399316,0.000005071228,0.0000503411,0.00153194,0.9890828,0.007333835,0.001130798,0.0003445177],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96299,0.0006946354,0.0003183101,0.0007069772,0.001542986,0.000824417,0.0001204492,0.0002262505,0.03257591],"genre_scores_gemma":[0.9954644,0.0001380162,0.0008146123,0.000109697,0.0001622355,0.0003921381,0.00003253675,0.00003900773,0.002847302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03247439,"threshold_uncertainty_score":0.9999499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02166301911786468,"score_gpt":0.2818776386427099,"score_spread":0.2602146195248452,"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."}}