{"id":"W4362509881","doi":"10.22363/2312-8631-2023-20-1-41-51","title":"The possibilities of an interactive multifunctional cloud portfolio for the individualization of education in primary school","year":2023,"lang":"en","type":"article","venue":"RUDN Journal of Informatization in Education","topic":"Educational Methods and Teacher Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Profound Medical (Canada)","funders":"","keywords":"Portfolio; Informatization; Cloud computing; Test (biology); Computer science; Mathematics education; Class (philosophy); Electronic portfolio; Service (business); Psychology; Multimedia; World Wide Web; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.002898641,0.00008856495,0.0001472464,0.000651294,0.000103824,0.00007953965,0.000482839,0.00004835755,0.000007839043],"category_scores_gemma":[0.001198736,0.00006114462,0.00005114179,0.001097436,0.00004796551,0.00178473,0.000042254,0.0001425555,0.000001570868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003046472,"about_ca_system_score_gemma":0.00447388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003508808,"about_ca_topic_score_gemma":0.00001172256,"domain_scores_codex":[0.9980602,0.0001689477,0.001182712,0.00008559528,0.0003882087,0.0001143477],"domain_scores_gemma":[0.9964233,0.0009327066,0.001267016,0.0002106976,0.001122185,0.00004410716],"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":[0.0001711398,0.001094496,0.08453001,0.000277471,0.00007767889,7.084561e-8,0.06054109,0.01217799,0.0003216092,0.1086323,0.005950363,0.7262257],"study_design_scores_gemma":[0.0005924595,0.0001417236,0.9133174,0.000364782,0.00001254324,0.00001647045,0.03553525,0.01269885,0.001154677,0.03278273,0.003249412,0.00013368],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8087883,0.0004719677,0.1811378,0.002110214,0.005981132,0.0008997984,0.000007533141,0.00001615461,0.0005871067],"genre_scores_gemma":[0.9061296,0.0005016929,0.0920718,0.0002732009,0.0003393019,0.0001695709,0.0001389223,0.00001283447,0.0003630775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8287874,"threshold_uncertainty_score":0.7936472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01833957313036465,"score_gpt":0.3303307621299976,"score_spread":0.311991188999633,"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."}}