{"id":"W4292544872","doi":"10.3390/axioms11080414","title":"A Fuzzy Random Boundary Value Problem","year":2022,"lang":"en","type":"article","venue":"Axioms","topic":"Fixed Point Theorems Analysis","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University; University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Random compact set; Random element; Mathematical analysis; Boundary value problem; Random function; Random field; Fourier integral operator; Fuzzy logic; Applied mathematics; Integral equation; Computer science; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001009342,0.0001404994,0.0002951237,0.0001369696,0.0003848268,0.00004629117,0.0003061948,0.00003303618,0.00170268],"category_scores_gemma":[0.0001327699,0.0001307715,0.0002170968,0.0004463176,0.00006839066,0.00007090067,0.0002629946,0.0002555618,0.000147255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001075849,"about_ca_system_score_gemma":0.00006497007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001114109,"about_ca_topic_score_gemma":0.0000159746,"domain_scores_codex":[0.9985213,0.0002233215,0.0003059203,0.0002455718,0.0004300783,0.0002737568],"domain_scores_gemma":[0.9989883,0.0003058187,0.0001286622,0.000482249,0.00003155301,0.00006337398],"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":[0.00008398051,0.0001494284,0.00002010323,0.00003791896,0.0001816295,0.00003475202,0.0019544,0.0001225373,0.0006383102,0.9811105,0.0141686,0.001497879],"study_design_scores_gemma":[0.001443175,0.00008369432,0.00001891096,0.000009279357,0.0001477107,0.00005100995,0.0005502907,0.0008397137,0.0002334185,0.9684957,0.02791056,0.0002165629],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6429956,0.001113142,0.02722785,0.004210158,0.0009246129,0.0016507,0.0001089318,0.00099547,0.3207736],"genre_scores_gemma":[0.9870576,0.000004759697,0.005163754,0.0003368994,0.0001006297,0.0001796847,0.00001906115,0.00005444954,0.007083187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.344062,"threshold_uncertainty_score":0.9992099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01668442249242777,"score_gpt":0.2670200858005761,"score_spread":0.2503356633081483,"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."}}