{"id":"W2271340764","doi":"10.29173/mruer321","title":"Math learning disabilities and digital technology","year":2015,"lang":"en","type":"article","venue":"Mount Royal Undergraduate Education Review","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Class (philosophy); Math education; Educational technology; Psychology; Digital learning; Learning disability; Pedagogy; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002994851,0.0001793156,0.0003271413,0.00006325429,0.00007787379,0.00008980445,0.0001036752,0.00004881954,0.00004896869],"category_scores_gemma":[0.003803471,0.000140811,0.00004784318,0.0001990977,0.0001249411,0.0001370156,0.0001144016,0.0001524489,0.0002560934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001598383,"about_ca_system_score_gemma":0.0001535964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006902219,"about_ca_topic_score_gemma":0.000002839738,"domain_scores_codex":[0.9989346,0.00004065517,0.0003470378,0.0002447165,0.0002242087,0.0002088372],"domain_scores_gemma":[0.9990911,0.0002977639,0.0001140169,0.0001654491,0.0001752907,0.0001563366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005169126,0.0005352863,0.002783356,0.00271346,0.00004642612,0.000001917439,0.0003264158,2.831848e-7,0.000001401431,0.8168163,0.02938611,0.1473838],"study_design_scores_gemma":[0.0001516499,0.00005746771,0.000184578,0.001858034,0.00005275071,0.00003963703,0.001640709,0.00001905347,0.00001573991,0.8994593,0.09627542,0.0002456697],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5786479,0.1052467,0.003946056,0.08530807,0.0009116891,0.004084508,0.00001958922,0.001221543,0.220614],"genre_scores_gemma":[0.9671583,0.004145675,0.005106058,0.0007789861,0.00009450547,0.0003367167,0.00003643473,0.00004401556,0.02229929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3885105,"threshold_uncertainty_score":0.5742104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03577690710098842,"score_gpt":0.3219552976689996,"score_spread":0.2861783905680112,"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."}}