{"id":"W4414968261","doi":"10.15407/sofs2025.03.063","title":"Досвід участі науковців України у проєктах із грантовим фінансуванням","year":2025,"lang":"uk","type":"article","venue":"Nauka ta naukoznavstvo","topic":"Ukraine: War, Education, Health","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Medicine Hat College","funders":"","keywords":"Horizon; Erasmus+; Context (archaeology)","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002772158,0.001479552,0.00150314,0.000731631,0.00178344,0.0005184237,0.00293257,0.001142753,0.01720714],"category_scores_gemma":[0.0009208674,0.001605156,0.0006287356,0.004087454,0.001307909,0.00118913,0.001037822,0.001885717,0.01668357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003263629,"about_ca_system_score_gemma":0.002634622,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008032084,"about_ca_topic_score_gemma":0.002646713,"domain_scores_codex":[0.9887169,0.0009466913,0.002361403,0.002897344,0.002080813,0.002996852],"domain_scores_gemma":[0.9932827,0.0009347197,0.0009094966,0.003352243,0.0002132456,0.001307583],"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":[0.0004127382,0.003675735,0.1676775,0.001282248,0.000503464,0.0001142275,0.013145,0.0003617515,0.004179456,0.01438653,0.6202234,0.1740379],"study_design_scores_gemma":[0.002756234,0.0004623624,0.2569373,0.0007013786,0.0003733556,0.00005078282,0.001837361,0.001168382,0.002421346,0.004844907,0.7264863,0.001960269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6050559,0.009252006,0.0009935074,0.04033912,0.01521977,0.004406551,0.0004861681,0.0008736664,0.3233733],"genre_scores_gemma":[0.8949967,0.0030224,0.002241616,0.006859722,0.001340073,0.0002052547,0.0001673017,0.0001959115,0.09097102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2899408,"threshold_uncertainty_score":0.9997954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007425780824844604,"score_gpt":0.2867535334671988,"score_spread":0.2793277526423542,"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."}}