{"id":"W4396213330","doi":"10.61091/jcmcc119-24","title":"Towards Innovation of German Teaching via IoT Assistance and Virtual Classroom","year":2024,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Wireless Sensor Networks and IoT","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"German; Asynchronous communication; Exploit; Computer science; Internet of Things; Global Positioning System; Multimedia; Teaching method; Mathematics education; World Wide Web; Telecommunications; Computer security; Geography; Mathematics","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":[0.0005956281,0.0002966187,0.0002002234,0.0007690577,0.0009226658,0.002394031,0.0005504498,0.0005463874,0.001931365],"category_scores_gemma":[0.001387739,0.0001551733,0.0004019969,0.001059003,0.0009563627,0.002026033,0.002015348,0.0004607666,0.0005324148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009135076,"about_ca_system_score_gemma":0.001404784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001994638,"about_ca_topic_score_gemma":0.002965776,"domain_scores_codex":[0.9993637,0.0002262824,0.00003157384,0.0001232868,0.000124651,0.0001305966],"domain_scores_gemma":[0.9994531,0.0001572012,0.00009652752,0.0001043884,0.00008102342,0.0001077688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003126141,0.0003425347,0.05864022,0.0004988377,0.00008605852,0.001459916,0.01283932,0.02723496,0.03578304,0.1828792,0.009280579,0.6706427],"study_design_scores_gemma":[0.000133139,0.00070578,0.06876706,0.0004187209,0.0003049084,0.00248207,0.03458939,0.3688295,0.07048809,0.1870604,0.2660116,0.0002093938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6350566,0.0007532383,0.317879,0.003461545,0.0001096164,0.0001415704,0.0002809546,0.0008609732,0.04145649],"genre_scores_gemma":[0.935274,0.0003400045,0.0592435,0.0001245828,0.00001521169,0.00004088544,0.000111591,0.00002492374,0.004825393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002394031,"threshold_uncertainty_score":0.006627917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008924274175422083,"score_gpt":0.2439362365899188,"score_spread":0.2350119624144967,"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."}}