{"id":"W4297949796","doi":"","title":"The Notions and Roles of Theory in Mathematics Education Research","year":2008,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Computer science; Mathematics education; Algebra over a field; Mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03246193,0.0008319216,0.00143752,0.009453483,0.007012224,0.02032735,0.002387811,0.005415104,0.008410758],"category_scores_gemma":[0.03111814,0.0008576089,0.001398116,0.006530025,0.09064332,0.03045648,0.00711579,0.008898947,0.00100026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01086573,"about_ca_system_score_gemma":0.006122352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002791285,"about_ca_topic_score_gemma":0.001747055,"domain_scores_codex":[0.97162,0.02269066,0.0009247132,0.001859427,0.002134933,0.000770318],"domain_scores_gemma":[0.9070451,0.0825401,0.002349937,0.003745031,0.002254867,0.002064936],"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":[0.000003819516,0.000003548016,0.00005949835,0.000030687,0.000001597506,0.000007902425,0.0009888014,0.00008022229,0.00001801675,0.9973807,0.0002575224,0.001167708],"study_design_scores_gemma":[0.00000851464,0.000006635998,0.00006893325,0.00008689664,0.000002588874,0.00003178306,0.0006857727,0.0004014751,0.00004176044,0.989001,0.009659631,0.000004888712],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04276596,0.08604559,0.2636776,0.1789919,0.003536032,0.0001320377,0.0002024804,0.000233826,0.4244145],"genre_scores_gemma":[0.9191059,0.01742682,0.04194035,0.005750528,0.002867476,0.0003623594,0.0001004966,0.0001411385,0.01230494],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03246193,"threshold_uncertainty_score":0.1716771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05234673576295016,"score_gpt":0.3487218496028922,"score_spread":0.296375113839942,"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."}}