{"id":"W4387506924","doi":"10.1007/978-3-030-95060-6_17-1","title":"Transforming Arithmetic Through Digital Resources","year":2023,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Embodied cognition; Computer science; Digital transformation; Transformation (genetics); Multimedia; Focus (optics); Mathematics education; Psychology; Artificial intelligence; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001681356,0.0005058933,0.000224801,0.0008939293,0.0006219021,0.003427455,0.0005421159,0.0004997851,0.05163706],"category_scores_gemma":[0.0009372355,0.00021285,0.0002855383,0.001089941,0.002130555,0.004686068,0.001979301,0.001313505,0.01111662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008042989,"about_ca_system_score_gemma":0.0006832376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001310731,"about_ca_topic_score_gemma":0.001826226,"domain_scores_codex":[0.9998432,0.00003368665,0.000008508656,0.00002895862,0.0000658088,0.00001987055],"domain_scores_gemma":[0.9998618,0.00005567276,0.00000679011,0.00004300314,0.00002299585,0.000009646798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009804909,0.000009740138,0.00003582282,0.00004830317,0.000002059406,0.00003801606,0.0003775907,0.0005941157,0.0007090962,0.8850067,0.0113916,0.1017773],"study_design_scores_gemma":[0.000005787749,0.00001244604,0.00009856572,0.000106238,0.000005475609,0.0001366472,0.0003847777,0.001160332,0.001615665,0.4506131,0.5458527,0.000008239255],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003765692,0.001759465,0.0507506,0.00102707,0.0003590297,0.00001772504,0.0000798026,0.0005037176,0.9417369],"genre_scores_gemma":[0.1737277,0.007431692,0.04866562,0.0007007279,0.0003090414,0.00008500024,0.000436378,0.0006330507,0.7680107],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05163706,"threshold_uncertainty_score":0.1727431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02857280246434102,"score_gpt":0.2802271644864825,"score_spread":0.2516543620221415,"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."}}