{"id":"W4391045451","doi":"10.30762/factor_m.v6i1.1108","title":"Students' mathematical reasoning ability with visual, auditorial and kinesthetic learning styles in solving HOTS problems","year":2023,"lang":"id","type":"article","venue":"Factor M","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thinkpath Engineering Services (Canada)","funders":"","keywords":"Kinesthetic learning; Psychology; Mathematics education; Humanities; Art","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001461427,0.0005093448,0.0008411334,0.0003260595,0.0002616909,0.0004167794,0.0003283964,0.0002970228,0.0009943061],"category_scores_gemma":[0.002232531,0.0004346364,0.00009226398,0.0006111359,0.0001847977,0.0001946347,0.0002525438,0.0007722122,0.0004702862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001625412,"about_ca_system_score_gemma":0.0002213582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004327134,"about_ca_topic_score_gemma":0.0001008712,"domain_scores_codex":[0.9963004,0.0004014985,0.0009274643,0.0006637747,0.000955093,0.000751764],"domain_scores_gemma":[0.9968237,0.001852782,0.000442187,0.0004613126,0.0001514166,0.0002685507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004505339,0.00741176,0.5747374,0.03738843,0.0006025414,0.0002068749,0.3329642,0.0003017559,0.003705127,0.03549539,0.003245015,0.003490962],"study_design_scores_gemma":[0.02643709,0.00561079,0.597753,0.03638572,0.001541773,0.0005161889,0.1185426,0.05167364,0.00142201,0.1259656,0.02450692,0.009644718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959031,0.00008602432,0.000735988,0.0002371708,0.0006332405,0.001054986,0.000009195776,0.0002660885,0.001074162],"genre_scores_gemma":[0.9929713,0.0001164394,0.002100262,0.00001461579,0.0006319191,0.0001193403,0.00002039154,0.0001270121,0.003898736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2144216,"threshold_uncertainty_score":0.9999189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04126793185929113,"score_gpt":0.3629125662583548,"score_spread":0.3216446343990637,"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."}}