{"id":"W4411857357","doi":"10.1016/j.rser.2025.116016","title":"Innovative development and nondestructive evaluation of CQD-doped ZIF metal-organic frameworks for advanced battery electrocatalysts","year":2025,"lang":"en","type":"article","venue":"Renewable and Sustainable Energy Reviews","topic":"Metal-Organic Frameworks: Synthesis and Applications","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi; Université du Québec à Trois-Rivières","funders":"Umm Al-Qura University","keywords":"Metal-organic framework; Battery (electricity); Nanotechnology; Materials science; Doping; Chemistry; Optoelectronics; Power (physics); Organic 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":[0.0003800943,0.0003361012,0.0002111565,0.0002229852,0.0001531382,0.0004558596,0.0008071774,0.0006315293,0.0007503444],"category_scores_gemma":[0.0004653863,0.0001761783,0.000184888,0.0001949625,0.0003175285,0.0006688764,0.0003244108,0.0004481704,0.0001609164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006024041,"about_ca_system_score_gemma":0.0002173533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352998,"about_ca_topic_score_gemma":0.003125649,"domain_scores_codex":[0.9997209,0.00001852884,0.000009668759,0.00007153518,0.0001278947,0.00005155887],"domain_scores_gemma":[0.9998821,0.00002282983,0.00002628948,0.00001585577,0.00004223451,0.00001070603],"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":[0.00002820363,0.000008575468,0.00007137285,0.00003227028,0.000002993702,0.0000183017,0.00001697549,0.0000866856,0.9970196,0.0002206489,0.00005198222,0.002442351],"study_design_scores_gemma":[0.000003288534,0.00003436969,0.000211406,0.000001840843,0.000002462089,0.0000209121,0.00001113867,0.001138763,0.9978843,0.00002471525,0.0006620173,0.000004685585],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620847,0.00304525,0.02909519,0.0003666523,0.0001007764,0.0001255271,0.0007535701,0.0002791397,0.004149251],"genre_scores_gemma":[0.9853131,0.0007999406,0.01178674,0.0000504069,0.00001033438,0.00003347247,0.000207971,0.00001721671,0.001780833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001352998,"threshold_uncertainty_score":0.004370809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01550814223218272,"score_gpt":0.2770888226386172,"score_spread":0.2615806804064345,"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."}}