{"id":"W4401340179","doi":"10.1007/978-3-031-45667-1_16","title":"Algebra Education and Digital Resources: A Long-Distance Relationship?","year":2024,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Algebra over a field; Mathematics; Computer science; Mathematics education; Pure mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002283199,0.0002527617,0.0001944062,0.0005063292,0.0001019011,0.0006347143,0.000615872,0.0001770615,0.00002811473],"category_scores_gemma":[0.0001120044,0.0002706973,0.0001168617,0.0000526138,0.00009885985,0.0004979362,0.000227433,0.0005070129,0.00007004545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001752445,"about_ca_system_score_gemma":0.0004484601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003426165,"about_ca_topic_score_gemma":0.00001194781,"domain_scores_codex":[0.9984193,0.00001085615,0.000429448,0.0005678528,0.0004295282,0.0001430407],"domain_scores_gemma":[0.9987159,0.0001242793,0.0003674254,0.0004362432,0.0002603343,0.00009586903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005074455,0.00005714964,0.001129695,0.00009435076,0.00005450435,9.06161e-7,0.001502964,0.000004138238,0.000002708376,0.7130321,0.0006806862,0.2834357],"study_design_scores_gemma":[0.00009644289,0.00005056959,0.003475251,0.002483524,0.00004466175,0.000046394,0.000086508,0.0001818657,0.00001887244,0.08775156,0.9053817,0.0003826834],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005380452,0.01946949,0.06785949,0.00227898,0.009667145,0.000623106,0.00004138521,0.0005547353,0.8941252],"genre_scores_gemma":[0.3509182,0.00006130725,0.008257758,0.00006747794,0.0005823298,0.00003102019,0.00009521533,0.00004524526,0.6399414],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.904701,"threshold_uncertainty_score":0.9999745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01480443359846276,"score_gpt":0.2679509614518561,"score_spread":0.2531465278533933,"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."}}