{"id":"W4367859643","doi":"10.5281/zenodo.7896097","title":"Навчання в дистанційному синхронному та асинхронному режимах в українських закладах вищої освіти з 2020 року дотепер","year":2023,"lang":"uk","type":"paratext","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":"","funders":"","keywords":"Computer science","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","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.004619548,0.001769781,0.00155143,0.001131689,0.0109207,0.003411576,0.007407238,0.001145976,0.3982098],"category_scores_gemma":[0.002527501,0.002043572,0.0005762354,0.005569836,0.001991626,0.001426,0.005292922,0.003188067,0.7509065],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004094522,"about_ca_system_score_gemma":0.0002703386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00251951,"about_ca_topic_score_gemma":0.00007559932,"domain_scores_codex":[0.9832319,0.003260951,0.00242373,0.004040385,0.003421257,0.003621763],"domain_scores_gemma":[0.9910833,0.0003903817,0.001522359,0.003655353,0.0009611181,0.002387545],"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":[0.0001892947,0.0007881009,0.00004219389,0.0006999641,0.0002521176,0.0001101385,0.006734303,0.0009418197,0.001721399,0.0009085679,0.9641088,0.02350328],"study_design_scores_gemma":[0.001427491,0.0009469492,0.004520268,0.0004220082,0.0001756778,0.0004077328,0.00182723,0.0009606917,0.0003479519,0.0003940972,0.9866464,0.001923503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02614181,0.001777021,0.001124276,0.01753636,0.007949736,0.006539093,0.007944264,0.004485512,0.9265019],"genre_scores_gemma":[0.1615657,0.02154781,0.0009474941,0.002803497,0.007838368,0.000002332903,0.05578353,0.02785739,0.7216539],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3526967,"threshold_uncertainty_score":0.9997286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04023056600109966,"score_gpt":0.2798068076577269,"score_spread":0.2395762416566273,"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."}}