{"id":"W4388925177","doi":"10.23977/acss.2023.070913","title":"A Teaching Supervision Platform Based on Deep Learning","year":2023,"lang":"en","type":"article","venue":"Advances in Computer Signals and Systems","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Curriculum; Grading (engineering); Computer science; Learning Management; Mathematics education; Teaching method; Quality (philosophy); Multimedia; Psychology; Engineering; Pedagogy","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":[0.0006869776,0.0005190379,0.0003216505,0.0004116956,0.0003069262,0.0005634328,0.001467377,0.0005283953,0.004566198],"category_scores_gemma":[0.001451503,0.000328562,0.0002872046,0.0001667346,0.0002877849,0.0008991003,0.001354731,0.0007593847,0.001142658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004760217,"about_ca_system_score_gemma":0.001214786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00120905,"about_ca_topic_score_gemma":0.001420342,"domain_scores_codex":[0.9994277,0.0001104082,0.0000429614,0.0001487771,0.0002060816,0.00006389715],"domain_scores_gemma":[0.9991127,0.0003103478,0.00009458108,0.0001190351,0.0002007428,0.0001627371],"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":[0.0008624604,0.00245939,0.00729675,0.000383945,0.00008342254,0.0005367615,0.00114996,0.03353354,0.1459475,0.007606902,0.01021642,0.7899231],"study_design_scores_gemma":[0.000278864,0.001255017,0.004900586,0.00007254725,0.00009199932,0.000414438,0.0001795437,0.8403207,0.1113932,0.006229671,0.03476338,0.0001000614],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05564237,0.00005942546,0.9154885,0.0001838757,0.00007284501,0.0007131351,0.0001502311,0.02280396,0.004885586],"genre_scores_gemma":[0.4238381,0.00007342229,0.5646781,0.0001975076,0.00003394424,0.0009605107,0.0003233781,0.0004590491,0.009436034],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004566198,"threshold_uncertainty_score":0.01527542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03182542777967876,"score_gpt":0.3181660618131941,"score_spread":0.2863406340335153,"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."}}