{"id":"W2996549696","doi":"10.3968/11394","title":"Research on Development and Application for Micro-Course Resources of Advanced Mathematics Under Background of Educational Informatization","year":2019,"lang":"en","type":"article","venue":"Canadian social science","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Informatization; Course (navigation); Mathematics education; Class (philosophy); Computer science; Teaching method; Logical reasoning; Mathematics; Engineering; Artificial intelligence","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":[0.001506065,0.0002460179,0.0002055828,0.001478095,0.0007561273,0.002500318,0.0007963887,0.0004395112,0.008571616],"category_scores_gemma":[0.004998109,0.0001495633,0.0002913378,0.001465809,0.0005774714,0.003571717,0.0009328355,0.0004704325,0.001183162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002001845,"about_ca_system_score_gemma":0.005646493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004230585,"about_ca_topic_score_gemma":0.007862131,"domain_scores_codex":[0.9987718,0.0004063462,0.00005269616,0.0002071323,0.0003593495,0.0002026116],"domain_scores_gemma":[0.995682,0.001605083,0.0003357495,0.0004258283,0.001180187,0.0007711585],"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":[0.0002533374,0.001409194,0.07542451,0.001203977,0.00003299858,0.0008455902,0.02099504,0.0006692933,0.02821631,0.05002697,0.005886876,0.8150359],"study_design_scores_gemma":[0.0001053645,0.002235501,0.3197515,0.00154687,0.0003165252,0.002889867,0.08652037,0.009637811,0.08464654,0.02068484,0.4715661,0.00009872224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8368405,0.002462053,0.01893314,0.003032217,0.0001237639,0.0006883907,0.0001725111,0.0001881512,0.1375592],"genre_scores_gemma":[0.9274849,0.002386382,0.02930915,0.0003060961,0.00004258866,0.000207264,0.0002308947,0.00004475687,0.03998802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008571616,"threshold_uncertainty_score":0.02867496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04865242988364593,"score_gpt":0.4025017960448968,"score_spread":0.3538493661612509,"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."}}