{"id":"W4410206309","doi":"10.28924/2291-8639-23-2025-111","title":"Properties and Characterizations of Controlled K-g-Fusion Frames within Hilbert C∗-Modules","year":2025,"lang":"en","type":"article","venue":"International Journal of Analysis and Applications","topic":"Structural Analysis of Composite Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Pure mathematics; Fusion; Discrete mathematics; Linguistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001337548,0.0006571104,0.0004445289,0.002102215,0.0009717886,0.001541023,0.000710413,0.0008243918,0.004664232],"category_scores_gemma":[0.002435563,0.0002284845,0.0007477792,0.0007879543,0.003324249,0.003597602,0.001438343,0.001019445,0.0004374935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009518915,"about_ca_system_score_gemma":0.0005302335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008846957,"about_ca_topic_score_gemma":0.0003991237,"domain_scores_codex":[0.9991674,0.0001733654,0.00005421013,0.0002315507,0.0002281405,0.0001454007],"domain_scores_gemma":[0.9987022,0.0003103899,0.0003149773,0.0001402043,0.0003455636,0.0001866435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002416902,0.000009746616,0.0002443487,0.00002719699,0.000007083245,0.00007995531,0.0002691775,0.001340777,0.003666739,0.9905419,0.0001931881,0.003595687],"study_design_scores_gemma":[0.00002062224,0.000128941,0.0008338537,0.00003211855,0.0000159363,0.0002694059,0.0003069121,0.01706805,0.006320861,0.969964,0.004987404,0.00005201164],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5169725,0.001149504,0.4441727,0.0004753741,0.0001484392,0.0001214396,0.0002993493,0.0001800416,0.03648061],"genre_scores_gemma":[0.9609046,0.0005421285,0.03208802,0.0001433413,0.0001830407,0.0001005555,0.0002244007,0.0000820929,0.005731834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004664232,"threshold_uncertainty_score":0.01560342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00540874547541606,"score_gpt":0.2244087520595842,"score_spread":0.2190000065841681,"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."}}