{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001966605,0.0004106573,0.0003555935,0.002581978,0.0009593963,0.004996357,0.0004506242,0.00108679,0.006462176],"category_scores_gemma":[0.007352022,0.0001966827,0.0003316856,0.004264418,0.003332376,0.008271476,0.001475379,0.00131116,0.0008353541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002511458,"about_ca_system_score_gemma":0.001998662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001570257,"about_ca_topic_score_gemma":0.001309149,"domain_scores_codex":[0.9981061,0.0009565287,0.0001097157,0.0002169025,0.0004747029,0.0001359506],"domain_scores_gemma":[0.9887536,0.008508128,0.001093644,0.0006398704,0.0007793147,0.0002254378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000517992,0.00006452173,0.007555555,0.001524402,0.00006240638,0.0002825144,0.009303247,0.001630574,0.001304956,0.7617804,0.004640535,0.2117991],"study_design_scores_gemma":[0.0000290062,0.0002068088,0.03026047,0.004947333,0.0002121539,0.001253792,0.02257138,0.007385948,0.005467658,0.3881629,0.5394076,0.00009493929],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1238588,0.08555127,0.1297705,0.0384265,0.001306916,0.0001908134,0.0003602114,0.0002654541,0.6202696],"genre_scores_gemma":[0.9022857,0.06378077,0.0160216,0.00201851,0.0007173335,0.0001149763,0.0001763907,0.0000351562,0.01484953],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006462176,"threshold_uncertainty_score":0.02161819,"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."}}