{"id":"W4414853146","doi":"10.32983/2222-4459-2025-7-23-28","title":"Monitoring the Sustainable Development: Which Model is Most Effective for Ukraine?","year":2025,"lang":"en","type":"article","venue":"Business Inform","topic":"Business and Economic Development","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flexibility (engineering); Transparency (behavior); Sustainable development; Data collection; Automation; Relevance (law); Sustainability","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":[],"consensus_categories":[],"category_scores_codex":[0.0004230719,0.0001901575,0.000168434,0.00006957844,0.0006155935,0.0001405199,0.0003918395,0.00007930733,0.000119256],"category_scores_gemma":[0.0001205568,0.0001402577,0.00002845841,0.0009241212,0.0000658295,0.0005185491,0.000485781,0.0000794592,0.0001008387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005503512,"about_ca_system_score_gemma":0.0002023746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002415912,"about_ca_topic_score_gemma":0.0000489627,"domain_scores_codex":[0.9988295,0.000003418132,0.0002880652,0.000254236,0.0001534607,0.0004712643],"domain_scores_gemma":[0.9994136,0.00006213484,0.00008229441,0.0002579594,0.0001424924,0.00004149721],"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":[0.0002048927,0.0001507928,0.06321841,0.0006053577,0.0001787152,0.000003377778,0.007974991,0.07858187,0.0001875336,0.00557809,0.03619097,0.807125],"study_design_scores_gemma":[0.001112957,0.000007924225,0.4960534,0.0001099832,0.00002731704,0.000002402112,0.001150293,0.02944144,0.005262642,0.002102426,0.4642272,0.0005020378],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7400301,0.000188591,0.06118894,0.00481459,0.001207803,0.003368711,0.00001044158,0.0001666032,0.1890243],"genre_scores_gemma":[0.9702183,0.00003888855,0.00495224,0.0009312441,0.00005211857,0.0009968091,0.00001039229,0.00001976872,0.02278021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.806623,"threshold_uncertainty_score":0.5719541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008263630001953128,"score_gpt":0.2229939979770189,"score_spread":0.2147303679750658,"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."}}