{"id":"W4413607422","doi":"10.28924/2291-8639-23-2025-210","title":"b∗-I-Open Sets and Their Role in Weaker Forms of Paracompactness","year":2025,"lang":"en","type":"article","venue":"International Journal of Analysis and Applications","topic":"Constraint Satisfaction and Optimization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Pure mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002194776,0.00004739285,0.0001558371,0.0004860592,0.00002881845,0.0001248497,0.0004116408,0.00002027416,0.00001263749],"category_scores_gemma":[0.00001118821,0.00003617949,0.00005384037,0.000540702,0.00003114865,0.0003452789,0.0001325074,0.00005566155,2.199114e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001778469,"about_ca_system_score_gemma":0.00004775001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003761998,"about_ca_topic_score_gemma":0.000129181,"domain_scores_codex":[0.9994369,0.0000181621,0.0003153657,0.00009355063,0.00009465436,0.00004133508],"domain_scores_gemma":[0.9993587,0.00007066557,0.0002256334,0.00009459189,0.0002216916,0.00002867985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002193453,0.0001752745,0.1955458,0.000005897914,0.0009345823,0.000001261184,0.0005671669,0.004802786,0.000979592,0.2412421,0.00005382835,0.5556698],"study_design_scores_gemma":[0.0009136251,0.00002528356,0.8082805,0.00005276571,0.0001185795,0.00002682261,0.0006051516,0.129741,0.001458994,0.05434104,0.00431515,0.0001210719],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0865891,0.0001550357,0.9090919,0.002363667,0.00002685973,0.00007779241,0.00000655227,0.000003020575,0.001686106],"genre_scores_gemma":[0.9952428,0.0001933387,0.004411186,0.000102443,0.000007741949,0.000005616608,0.000003113509,9.457159e-7,0.00003278886],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9086537,"threshold_uncertainty_score":0.1475357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006525533811740857,"score_gpt":0.2937791207650798,"score_spread":0.287253586953339,"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."}}