{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005016918,0.0009998616,0.0006579746,0.004376563,0.003628199,0.01458825,0.001312574,0.005063903,0.009233392],"category_scores_gemma":[0.00638586,0.000500629,0.0009585219,0.003948374,0.03896121,0.01404462,0.007115251,0.0059483,0.002298649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005741527,"about_ca_system_score_gemma":0.004038191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001939538,"about_ca_topic_score_gemma":0.001074894,"domain_scores_codex":[0.9911736,0.004409645,0.0004618385,0.001146083,0.002367066,0.0004418424],"domain_scores_gemma":[0.9890055,0.007433016,0.001064772,0.001166866,0.0009551253,0.0003748216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000183229,0.00003153899,0.0003068302,0.000409059,0.00001932565,0.0001648248,0.006238907,0.0002639843,0.000277212,0.9500384,0.002550634,0.03968105],"study_design_scores_gemma":[0.00001988898,0.00007522134,0.001549777,0.001182472,0.00002249373,0.000924459,0.003933939,0.0005823538,0.0004424242,0.6859087,0.3053017,0.00005654056],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0147052,0.1060876,0.1452114,0.05183932,0.002996797,0.0004742076,0.0001764694,0.0001787723,0.6783302],"genre_scores_gemma":[0.6588858,0.1337079,0.09234776,0.0144804,0.007394478,0.001750321,0.00019051,0.000186431,0.09105645],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01458825,"threshold_uncertainty_score":0.04165787,"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."}}