{"id":"W4224225015","doi":"10.5539/jel.v11n3p95","title":"Use of Digital Learning Platform in Diagnosing Seventh Grade Students’ Mathematical Ability Levels","year":2022,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Thailand Research Fund; Khon Kaen University","keywords":"Dimension (graph theory); Multinomial logistic regression; Intersection (aeronautics); Mathematics education; Point (geometry); Construct (python library); Quality (philosophy); Test (biology); Computer science; Mathematics; Statistics; Engineering","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":[0.002437291,0.0003687126,0.0003710013,0.002013513,0.000386248,0.002058944,0.000545423,0.0004344799,0.003170625],"category_scores_gemma":[0.01045196,0.0002161672,0.0005099796,0.0008069197,0.000502684,0.001277032,0.001619049,0.000573196,0.0006668405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004414526,"about_ca_system_score_gemma":0.001062055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001128354,"about_ca_topic_score_gemma":0.001963612,"domain_scores_codex":[0.9977477,0.0005313584,0.0003074337,0.0002583179,0.0009009167,0.0002542093],"domain_scores_gemma":[0.9901635,0.003155641,0.002445708,0.0005904326,0.002560564,0.001084088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002463244,0.0005844121,0.8806471,0.0002959365,0.00003809154,0.0003321312,0.004566789,0.001029473,0.007407167,0.0007085823,0.0003690306,0.103775],"study_design_scores_gemma":[0.00001701323,0.002109518,0.951226,0.0001840575,0.00008312752,0.0003391171,0.01579959,0.006302707,0.01917283,0.0007727786,0.003923504,0.00006981826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958919,0.00003556038,0.001270469,0.00005340602,0.000005905639,0.00007175595,0.00008412924,0.000031674,0.002555025],"genre_scores_gemma":[0.9939778,0.00005898497,0.004806745,0.00001254601,0.000002198751,0.00006312349,0.0001166647,0.000003497163,0.0009583886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003170625,"threshold_uncertainty_score":0.0128898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1823689470562303,"score_gpt":0.4217408999677529,"score_spread":0.2393719529115226,"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."}}