{"id":"W4392053021","doi":"10.26522/brocked.v33i1.1122","title":"Mathematical Symbols in Academic Writing: The Case of Incorporating Mathematical Ideals in Academic Writing for Education Researchers","year":2024,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Mathematics education; Academic writing; Pedagogy; Sociology; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.03233603,0.0008648064,0.0006443808,0.004112721,0.02876133,0.02561092,0.002859059,0.006267983,0.003955415],"category_scores_gemma":[0.09954247,0.0005822612,0.0007419869,0.003343899,0.05031612,0.02103487,0.01670545,0.009752152,0.00110032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009338489,"about_ca_system_score_gemma":0.007222202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003607853,"about_ca_topic_score_gemma":0.004049367,"domain_scores_codex":[0.9285167,0.06004933,0.001657624,0.001796581,0.005795209,0.002184521],"domain_scores_gemma":[0.882869,0.07902706,0.01023114,0.01098071,0.01000416,0.006887991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002594726,0.00004103494,0.00112533,0.00007419309,0.000005340914,0.001693852,0.7552256,0.0001119549,0.0003851016,0.2287764,0.002285769,0.01024945],"study_design_scores_gemma":[0.00005541732,0.00009209328,0.001358198,0.0004911564,0.00002903531,0.003280867,0.5855783,0.002211907,0.001385395,0.156394,0.2490254,0.00009827448],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4956874,0.002754136,0.06023354,0.06453966,0.00149934,0.000211573,0.00006844589,0.0004355709,0.3745703],"genre_scores_gemma":[0.9823881,0.000319931,0.007952843,0.001273214,0.0002083401,0.00005693683,0.00001613292,0.0001276819,0.007656852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03233603,"threshold_uncertainty_score":0.1710113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1338210029461153,"score_gpt":0.4941713176660162,"score_spread":0.360350314719901,"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."}}