{"id":"W2759259927","doi":"10.5539/ass.v13n10p152","title":"The Relation of Mathematics and Language Ability","year":2017,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Guangdong Province","keywords":"Relation (database); Representation (politics); Neuropsychology; Mathematics education; Cognitive psychology; Psychology; Computer science; Language of mathematics; Cognitive science; Cognition; Neuroscience","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000553474,0.0002592806,0.0002950395,0.001635258,0.0002220822,0.001326624,0.0003855127,0.0004035017,0.004716645],"category_scores_gemma":[0.00681795,0.0001364345,0.0003081056,0.001047925,0.002255453,0.002523385,0.0008706628,0.000756714,0.0004425862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004955525,"about_ca_system_score_gemma":0.0004276323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001434922,"about_ca_topic_score_gemma":0.001088307,"domain_scores_codex":[0.9994122,0.0001765455,0.00007834336,0.0001547822,0.0001291835,0.00004901382],"domain_scores_gemma":[0.9973789,0.001442141,0.0006921656,0.0001543681,0.0002356428,0.00009668743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004415846,0.0001903997,0.2249798,0.003867527,0.000600378,0.002898258,0.01063365,0.001419456,0.02638605,0.1549942,0.00362558,0.569963],"study_design_scores_gemma":[0.00001195085,0.0004173217,0.7967297,0.00114785,0.0002591927,0.01037297,0.005321395,0.0009531509,0.007531575,0.1149395,0.06216865,0.0001468477],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7295039,0.1434881,0.01737324,0.006140182,0.00033877,0.00004849856,0.0008309932,0.0001788615,0.1020974],"genre_scores_gemma":[0.959078,0.03234418,0.004607432,0.0003586523,0.0001675436,0.00003117021,0.000212717,0.00003046032,0.003169849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004716645,"threshold_uncertainty_score":0.01577872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02513107119698615,"score_gpt":0.3359387770625045,"score_spread":0.3108077058655184,"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."}}