{"id":"W7092222552","doi":"10.5281/zenodo.16746374","title":"Завдання та принципи міжнародного співробітництва у сфері вищої освіти в Україні","year":2025,"lang":"uk","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Ukraine: War, Education, Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Field (mathematics); Key (lock); Work (physics); Identification (biology)","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002350133,0.0005735498,0.0005022513,0.0005928639,0.006510778,0.001568669,0.003218244,0.0003056083,0.1203227],"category_scores_gemma":[0.001383558,0.0006597938,0.000181253,0.002928943,0.001031477,0.0008412428,0.002824162,0.001016316,0.09775958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001936288,"about_ca_system_score_gemma":0.0001134787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008120913,"about_ca_topic_score_gemma":0.00002267469,"domain_scores_codex":[0.9932805,0.001409322,0.000997376,0.001577025,0.001198621,0.001537107],"domain_scores_gemma":[0.9964526,0.0001340627,0.0003938993,0.001790035,0.0004319621,0.0007974675],"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":[0.000143962,0.00108937,0.0002751575,0.0004150201,0.0001703884,0.00002696005,0.009636083,0.0002543267,0.004317359,0.01482057,0.8586016,0.1102491],"study_design_scores_gemma":[0.0009733661,0.0003656549,0.01202475,0.0001845466,0.00007670851,0.00007494709,0.001376507,0.0008600747,0.0006361637,0.00108647,0.98176,0.0005808732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07916014,0.001159294,0.003748797,0.02044788,0.001964899,0.002771999,0.0007851993,0.001808216,0.8881536],"genre_scores_gemma":[0.9195938,0.002263582,0.00120626,0.002432775,0.0008174158,3.02871e-7,0.00225679,0.003340665,0.06808847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8404336,"threshold_uncertainty_score":0.9995853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02404719859015568,"score_gpt":0.2682616063892141,"score_spread":0.2442144077990584,"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."}}