{"id":"W7117585172","doi":"10.31470/2616-6275-2025-9-230-251","title":"ІНВЕСТИЦІЙНІ МОНЕТИ ЯК ІНСТРУМЕНТ ФІНАНСОВОЇ БЕЗПЕКИ: ПОРІВНЯЛЬНИЙ АНАЛІЗ УКРАЇНСЬКОГО ТА СВІТОВОГО ДОСВІДУ","year":2025,"lang":"","type":"article","venue":"THE UKRAINIAN NUMISMATIC ANNUAL","topic":"Agriculture Market Analysis Ukraine","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bullion; Maple; Numismatics; Checksum","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.004275901,0.002061427,0.002457462,0.0002548311,0.002968549,0.001008342,0.004818654,0.001216917,0.008429717],"category_scores_gemma":[0.001572876,0.0008199716,0.00189598,0.005707339,0.002006255,0.0007537871,0.001582166,0.001910491,0.002398089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000412891,"about_ca_system_score_gemma":0.0003715039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001016629,"about_ca_topic_score_gemma":0.001447695,"domain_scores_codex":[0.9874009,0.002365446,0.003014549,0.002318196,0.002015229,0.002885622],"domain_scores_gemma":[0.9919102,0.003451655,0.00137359,0.001418095,0.0009876109,0.0008588415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00119007,0.004321368,0.00595426,0.001166368,0.006580531,0.000383794,0.1269042,0.0003284245,0.01099321,0.01601895,0.43395,0.3922089],"study_design_scores_gemma":[0.002050521,0.0009422835,0.0653398,0.001077411,0.002301943,0.0001248799,0.03042213,0.002475267,0.0003666602,0.004460353,0.8875878,0.002850943],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.728954,0.007690554,0.0001719942,0.1177198,0.003200751,0.003711259,0.0009609294,0.0007614057,0.1368293],"genre_scores_gemma":[0.9032857,0.0008707762,0.0002909185,0.007233156,0.002688801,0.0001850507,0.0002758229,0.00002713372,0.08514257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4536378,"threshold_uncertainty_score":0.9994251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003762316491308044,"score_gpt":0.2112842327062771,"score_spread":0.207521916214969,"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."}}