{"id":"W4393347274","doi":"10.23977/aetp.2024.080215","title":"Research on Educational Informatization Based on 5G Technology","year":2024,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Advanced Computing and Algorithms","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Informatization; Computer science; Engineering management; Engineering; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007483471,0.0001193562,0.0001267621,0.003030928,0.0004912928,0.00003091775,0.0003299648,0.0003650827,0.0001572309],"category_scores_gemma":[0.0005700854,0.0001201567,0.00001931334,0.003475104,0.001296024,0.0002253946,0.00002308947,0.0008016572,0.0001786356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001413188,"about_ca_system_score_gemma":0.0004155726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006272606,"about_ca_topic_score_gemma":0.00004165696,"domain_scores_codex":[0.9985348,0.0001316166,0.0002372301,0.0004461072,0.0002490009,0.0004012178],"domain_scores_gemma":[0.9983323,0.001204279,0.00004664925,0.0002346761,0.0001332633,0.00004886083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001613859,0.0001421542,0.002750758,0.00001138267,0.00000319275,0.000001619591,0.0003028204,0.0004805218,0.000007134681,0.8830012,0.0008950135,0.112388],"study_design_scores_gemma":[0.0001441914,0.0001538399,0.001698002,0.0001146166,0.000001294667,0.000007423706,0.0008386073,0.0004486436,0.00001906856,0.7430419,0.2534259,0.0001065203],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05174405,0.009576216,0.004736964,0.6685789,0.004696959,0.0005567362,0.00001299032,0.0005029961,0.2595942],"genre_scores_gemma":[0.992115,0.001207154,0.003988044,0.001063326,0.0003447918,0.0001858213,0.0000201996,0.00001189014,0.001063731],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.940371,"threshold_uncertainty_score":0.4899848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03095544691298718,"score_gpt":0.4847556264589332,"score_spread":0.453800179545946,"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."}}