{"id":"W4389010477","doi":"10.23977/acss.2023.071002","title":"Intelligent Platform for Educational Resources of Computer Basic Courses in the Digital Education Environment","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":"Computer science; Indoctrination; Computer lab; Cloud computing; Mathematics education; Foundation (evidence); Resource (disambiguation); Teaching method; Psychology","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":[0.0004738235,0.0001077996,0.0001725502,0.0002309788,0.00006305987,0.00009092666,0.0005258105,0.00005428575,0.000001944716],"category_scores_gemma":[0.00001054385,0.00008255642,0.00003331587,0.0002759314,0.00008325962,0.0003940101,0.00009682614,0.00008380572,0.000007078239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002648512,"about_ca_system_score_gemma":0.00008475755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001576639,"about_ca_topic_score_gemma":0.000007663542,"domain_scores_codex":[0.9989656,0.00004640208,0.0003617855,0.0002807991,0.0001735665,0.0001718586],"domain_scores_gemma":[0.9985622,0.001007055,0.0001314817,0.0002417867,0.00003267243,0.0000248631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001696179,0.00058414,0.03978295,0.000290527,0.00002403599,0.000002026423,0.008376886,0.04133632,0.00002110295,0.3236636,0.002460587,0.5834409],"study_design_scores_gemma":[0.0008694219,0.0008599486,0.09362824,0.0008570627,0.00001088766,0.0001222902,0.00356651,0.5290132,0.0001409446,0.1497272,0.2204954,0.0007089016],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4354636,0.0096814,0.5464173,0.004480001,0.002559325,0.0010374,0.00002272137,0.00005445726,0.0002837757],"genre_scores_gemma":[0.9936479,0.0004430861,0.005162029,0.0001510148,0.0002999947,0.000197148,0.00002421714,0.000005043094,0.0000695055],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.582732,"threshold_uncertainty_score":0.3366553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03478761973829796,"score_gpt":0.3132891938299696,"score_spread":0.2785015740916716,"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."}}