{"id":"W2913414324","doi":"","title":"Tracing student experience using mathematics autobiographies","year":2014,"lang":"en","type":"article","venue":"","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Tracing; Mathematics education; Computer science; Calculus (dental); Mathematics; Epistemology; Philosophy; Programming language","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":[0.0008132329,0.00005591892,0.00007230738,0.00008924335,0.0005007292,0.0001457505,0.0001879329,0.00003717067,0.0001802569],"category_scores_gemma":[0.0005041101,0.00005084871,0.00003131116,0.0003833075,0.0001960913,0.0003947583,0.00002386208,0.00005885155,0.00002058218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007823685,"about_ca_system_score_gemma":0.00004247057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009730589,"about_ca_topic_score_gemma":0.0003585903,"domain_scores_codex":[0.9991294,0.0001397533,0.0001304646,0.0001297293,0.0002987448,0.00017198],"domain_scores_gemma":[0.9994133,0.0002370237,0.00009635076,0.0001354383,0.0000660795,0.00005185007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001704563,0.0002708111,0.0441014,0.0000122077,0.0000179286,2.698968e-7,0.6337324,0.00008783919,0.002678311,0.3011402,0.00007071468,0.01788619],"study_design_scores_gemma":[0.0002360689,0.00006996818,0.03406389,0.00007159977,0.000062008,0.000004414345,0.8312809,0.004245501,0.005838527,0.04154699,0.0819888,0.0005913592],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6886719,0.00001657801,0.0163508,0.0002376214,0.000404175,0.0001007622,4.773618e-8,0.00006905561,0.294149],"genre_scores_gemma":[0.9434149,0.00001934014,0.05579059,0.00007673937,0.0001653392,0.000009696084,1.036633e-7,0.000005329976,0.0005179257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2936311,"threshold_uncertainty_score":0.3851255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0660832864775974,"score_gpt":0.4673849015887391,"score_spread":0.4013016151111417,"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."}}