{"id":"W3044153626","doi":"10.5539/hes.v10n3p72","title":"Triangle Generator for Online Mathematical E-learning","year":2020,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ariel University","keywords":"Generator (circuit theory); Computer science; Content (measure theory); Matching (statistics); Object (grammar); Learning object; Order (exchange); Theoretical computer science; Artificial intelligence; Mathematics; Power (physics); Statistics","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":[0.0003761958,0.0004582183,0.0005049586,0.0006640323,0.0004466829,0.0007846513,0.001655098,0.000810865,0.03237085],"category_scores_gemma":[0.002554212,0.0002555548,0.0006289419,0.0006786434,0.0004447679,0.001191605,0.00152315,0.0006565111,0.005127535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000487488,"about_ca_system_score_gemma":0.000452249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00084477,"about_ca_topic_score_gemma":0.0008349149,"domain_scores_codex":[0.9996281,0.0001006196,0.00002231569,0.0000714177,0.0001513956,0.00002623555],"domain_scores_gemma":[0.9993018,0.0003111089,0.00003375334,0.000207069,0.00009431972,0.00005195058],"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":[0.0005180341,0.0004109895,0.00176297,0.0004994542,0.0000452719,0.0006149907,0.0004020655,0.3575926,0.03299744,0.1293415,0.01680984,0.4590049],"study_design_scores_gemma":[0.00004405677,0.0001042171,0.0001580088,0.00002268705,0.000009742895,0.000220903,0.00002944938,0.9328874,0.01210581,0.03022536,0.0241729,0.00001935704],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01019007,0.0000786992,0.9740323,0.000116821,0.00008589232,0.0002246734,0.0002568953,0.005644359,0.009370383],"genre_scores_gemma":[0.3475205,0.0002846239,0.6320493,0.0001246998,0.00004982223,0.0008420734,0.001426601,0.001228984,0.0164735],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.03237085,"threshold_uncertainty_score":0.1082912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1218514613757438,"score_gpt":0.3658932850369176,"score_spread":0.2440418236611738,"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."}}