{"id":"W4399828024","doi":"10.32920/26052760.v1","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; Optoelectronics; Nanotechnology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001134305,0.0003124728,0.0001249666,0.0001363348,0.00009703349,0.0001872683,0.0001663473,0.0002822759,0.00163632],"category_scores_gemma":[0.0001468677,0.0001059672,0.0001316023,0.0001005808,0.0002925927,0.0001657134,0.0002026543,0.0002539067,0.0002764511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002692336,"about_ca_system_score_gemma":0.000102419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004510532,"about_ca_topic_score_gemma":0.0006396796,"domain_scores_codex":[0.9999063,0.00001191349,0.000003056793,0.00003010092,0.00002803433,0.00002055825],"domain_scores_gemma":[0.9999118,0.00002710962,0.00001810056,0.00001014484,0.00001515568,0.00001771113],"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":[0.00001699453,0.000007396524,0.00002351175,0.00002202847,0.000001232763,0.00002893518,0.00001072062,0.00009697734,0.9989158,0.0001768517,0.00004514883,0.0006543655],"study_design_scores_gemma":[0.000004304517,0.00003663812,0.0002572213,0.000001288721,0.000001299545,0.000023073,0.000003944167,0.0008502337,0.9981754,0.00001963491,0.0006249131,0.000002078876],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912872,0.0004222333,0.003549899,0.0001100814,0.00002771338,0.00001738889,0.0001200793,0.0001042802,0.004361039],"genre_scores_gemma":[0.9948856,0.000229969,0.002220498,0.00004935073,0.000008149945,0.00001211336,0.00009510471,0.00002364297,0.002475462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00163632,"threshold_uncertainty_score":0.005474031,"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."}}