{"id":"W4318910860","doi":"10.5281/zenodo.7598964","title":"Навчання в дистанційному синхронному та асинхронному режимах в українських закладах вищої освіти з 2020 року дотепер","year":2023,"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":"","funders":"","keywords":"Medicine","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004037648,0.0008956306,0.000756334,0.000749408,0.008044064,0.00201864,0.004181277,0.0004568843,0.1541331],"category_scores_gemma":[0.002112627,0.001032389,0.0003106483,0.005679054,0.001292108,0.001341688,0.003364182,0.001424435,0.3409903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002006069,"about_ca_system_score_gemma":0.000129024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001244179,"about_ca_topic_score_gemma":0.00004050813,"domain_scores_codex":[0.9893108,0.001960473,0.001428944,0.002360044,0.002298294,0.002641433],"domain_scores_gemma":[0.99457,0.0002385628,0.0006582069,0.002342496,0.0005260641,0.001664715],"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":[0.0001465313,0.0006821656,0.0003299179,0.0003500298,0.0001363074,0.0001218546,0.01087803,0.0007220176,0.005562094,0.002871735,0.9337401,0.04445923],"study_design_scores_gemma":[0.001219862,0.0006803456,0.02194473,0.0001519291,0.00008610873,0.0002614646,0.002437579,0.002168782,0.0006653687,0.0008626248,0.9684791,0.001042143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3538369,0.001141716,0.0009982361,0.04449163,0.004215993,0.005671338,0.003458087,0.008094077,0.578092],"genre_scores_gemma":[0.9083158,0.00522161,0.0005126107,0.001677406,0.002308444,6.402239e-7,0.008487715,0.007720807,0.065755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5544789,"threshold_uncertainty_score":0.9992126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03568395581039643,"score_gpt":0.26898111805254,"score_spread":0.2332971622421436,"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."}}