{"id":"W4409061853","doi":"10.29363/nanoge.matsusspring.2025.307","title":"Insights into Recombination Dynamics and Defect Nature through Derivative Representation of Time-resolved Photoluminescence","year":2024,"lang":"en","type":"article","venue":"","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Photoluminescence; Recombination; Representation (politics); Derivative (finance); Time derivative; Dynamics (music); Computer science; Materials science; Optoelectronics; Biological system; Chemical physics; Physics; Chemistry; Quantum mechanics; Biology; Acoustics","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":[0.0002265484,0.0002995912,0.0001644568,0.0002755887,0.0001513396,0.0006156,0.0006004666,0.0003451954,0.001871199],"category_scores_gemma":[0.0004370864,0.000180854,0.0001611687,0.0003001152,0.0003845391,0.001025097,0.0002079085,0.0006823757,0.000187497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005432679,"about_ca_system_score_gemma":0.0002229259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000689674,"about_ca_topic_score_gemma":0.0009563764,"domain_scores_codex":[0.9999442,0.00000780574,0.000002142143,0.00001472389,0.0000196226,0.00001147198],"domain_scores_gemma":[0.9998517,0.00005883673,0.00003264035,0.00002675862,0.00001890078,0.00001110572],"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":[0.000199125,0.00008156526,0.001272124,0.00008306903,0.00001044224,0.0001650849,0.0001901504,0.006954718,0.9620348,0.01224266,0.000290865,0.01647541],"study_design_scores_gemma":[0.0000148191,0.00007671264,0.003167329,0.00001239517,0.00001519305,0.0002766821,0.0000877325,0.3625374,0.6281967,0.0034008,0.002183537,0.00003077135],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8735251,0.0005705171,0.1185053,0.0002646162,0.00003537899,0.00001915866,0.0002412703,0.00072887,0.006109812],"genre_scores_gemma":[0.9788457,0.0003262927,0.01862045,0.00002467062,0.000004613482,0.000009283919,0.00008864258,0.00008766536,0.001992554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001871199,"threshold_uncertainty_score":0.006259799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007461624439606759,"score_gpt":0.2933552160254915,"score_spread":0.2858935915858847,"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."}}