{"id":"W3106581725","doi":"10.21125/iceri.2020.1533","title":"THE APPLICATION OF THE INNOVATIVE APPROACHES IN COMMUNICATION AND THE EDUCATIONAL PROCESSES","year":2020,"lang":"en","type":"article","venue":"ICERI proceedings","topic":"Education, Innovation and Language Studies","field":"Social Sciences","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":[],"consensus_categories":[],"category_scores_codex":[0.0009140482,0.00005464106,0.00007346999,0.00001885247,0.0007968957,0.0000750707,0.0003677028,0.00002757393,0.00001534315],"category_scores_gemma":[0.002249773,0.0000282313,0.00001118368,0.001715924,0.001125495,0.0001628096,0.00007321491,0.0001202118,6.002067e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002587552,"about_ca_system_score_gemma":0.0002040261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000741158,"about_ca_topic_score_gemma":0.001818505,"domain_scores_codex":[0.9993647,0.00004930297,0.000200969,0.0001047161,0.0001924713,0.0000878824],"domain_scores_gemma":[0.9987092,0.0003760493,0.0002364582,0.00007385122,0.0005904144,0.00001403051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001774601,0.0000189817,0.03254283,0.00003796504,0.00000856226,9.102766e-10,0.2296309,4.811138e-7,0.00003218914,0.7327272,0.001175466,0.003807707],"study_design_scores_gemma":[0.0006014748,0.00001341161,0.1971157,0.00005030371,0.00001568044,4.488664e-7,0.6235972,0.0001753386,0.0003956155,0.02583753,0.1520565,0.0001407946],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3160301,0.001843565,0.00004879139,0.596139,0.00006772567,0.001194775,0.00000233849,0.00002712751,0.08464664],"genre_scores_gemma":[0.9981812,0.0002491051,0.0001237317,0.0008873001,0.0001177815,0.0002432902,0.000001907856,0.000003879795,0.0001918207],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7068897,"threshold_uncertainty_score":0.6129158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0535691378776085,"score_gpt":0.328768921673321,"score_spread":0.2751997837957125,"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."}}