{"id":"W2743936757","doi":"10.1007/s11858-017-0879-z","title":"Digital curriculum resources in mathematics education: foundations for change","year":2017,"lang":"en","type":"article","venue":"ZDM","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":160,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Affordance; Summative assessment; Formative assessment; Curriculum; Mathematics education; Conceptual change; Quality (philosophy); Computer science; Pedagogy; Sociology; Engineering ethics; Epistemology; Engineering; Psychology; Human–computer interaction","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":[],"consensus_categories":[],"category_scores_codex":[0.0004252586,0.00005215235,0.00007633759,0.00006507054,0.0007814642,0.0005395791,0.0003473831,0.00004404514,0.0001101404],"category_scores_gemma":[0.001664854,0.00005079485,0.00003592366,0.00004281102,0.0001048633,0.0003918056,0.00003143239,0.00005013824,0.00002477215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005339817,"about_ca_system_score_gemma":0.0001406702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005760172,"about_ca_topic_score_gemma":0.0009133012,"domain_scores_codex":[0.9995165,0.00001585712,0.0001286908,0.0000950392,0.0001178035,0.0001261462],"domain_scores_gemma":[0.9993641,0.00008336365,0.0001389072,0.0002840702,0.00006762941,0.00006189481],"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":[3.354672e-7,0.0003888985,0.00866028,0.0000394897,0.000002808512,7.81241e-8,0.04298193,1.220567e-8,0.000001002317,0.9074232,0.008353927,0.03214806],"study_design_scores_gemma":[0.000071777,0.000008892122,0.00210763,0.00009371547,0.000005099811,4.568192e-7,0.008269039,0.0000765785,0.000006403656,0.3497844,0.6394632,0.0001127476],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06873428,0.0000652586,0.005645577,0.01797775,0.0008772803,0.001522095,0.00001604959,0.0002503113,0.9049114],"genre_scores_gemma":[0.9676981,0.00001883516,0.01920787,0.0001341614,0.0005661646,0.0004570493,0.0000112689,0.00001103607,0.0118955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8989638,"threshold_uncertainty_score":0.601047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.105150546253518,"score_gpt":0.4347312535196369,"score_spread":0.3295807072661189,"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."}}