{"id":"W4394866239","doi":"10.1016/j.porgcoat.2024.108445","title":"Comparative study of synthesis of carbon quantum dots via different routes: Evaluating doping agents for enhanced photoluminescence emission","year":2024,"lang":"en","type":"article","venue":"Progress in Organic Coatings","topic":"Carbon and Quantum Dots Applications","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Materials science; Photoluminescence; Contact angle; Quantum dot; Inkwell; Spectroscopy; Nanotechnology; Fluorescence; Transmission electron microscopy; Chemical engineering; Scanning electron microscope; Carbon fibers; Carbon quantum dots; Optoelectronics; Composite material; Optics","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":[],"consensus_categories":[],"category_scores_codex":[0.0006200128,0.000198175,0.0005230554,0.0001286833,0.00007236152,0.00004889496,0.0003002009,0.00005525713,0.00009202202],"category_scores_gemma":[0.0002516655,0.0001677111,0.00005781678,0.0004375995,0.0001032684,0.00007377964,0.0001521028,0.0001014051,0.000001820315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000951102,"about_ca_system_score_gemma":0.00006863261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001417257,"about_ca_topic_score_gemma":0.00005878079,"domain_scores_codex":[0.9979753,0.0001153619,0.0007607206,0.0004835101,0.000412402,0.0002526957],"domain_scores_gemma":[0.9985248,0.0005960035,0.0003609972,0.0003022578,0.0001653303,0.00005055364],"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":[0.00005679652,0.0005003361,0.003895886,0.0004890784,0.0000138518,8.189102e-7,0.01165398,0.000004280973,0.9805328,0.0001101595,0.000003498803,0.002738554],"study_design_scores_gemma":[0.000423869,0.0003349589,0.002852421,0.0009779021,0.00006842575,0.000001230533,0.002927425,0.04499687,0.9470968,0.0001486571,0.000002285744,0.0001691422],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970763,0.0004085473,0.0005775274,0.00004020482,0.0002099643,0.00155506,0.00001304539,0.00007454742,0.00004477043],"genre_scores_gemma":[0.9988459,0.000007916247,0.0003970955,0.000003745235,0.0000298337,0.0006712099,0.000003343901,0.00002572915,0.00001521044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04499258,"threshold_uncertainty_score":0.6839061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04998407358040207,"score_gpt":0.3652380075824719,"score_spread":0.3152539340020698,"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."}}