{"id":"W3176999683","doi":"10.2196/29142","title":"The Effectiveness of Physical Education Games on Mathematics Achievement in a Sample of Students with Intellectual Disabilities (Preprint)","year":2021,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Inclusion and Disability in Education and Sport","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intellectual disability; Mathematics education; Test (biology); Psychology; Sample (material); Preprint; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009061241,0.00008227137,0.0002022894,0.00003228852,0.0001390577,0.00003253394,0.0002042262,0.0000325724,0.00008007093],"category_scores_gemma":[0.001994744,0.00005565327,0.00006442672,0.0002469554,0.0004277272,0.00004246693,0.00006839148,0.00007857502,0.000004329261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001234872,"about_ca_system_score_gemma":0.0005433817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005766218,"about_ca_topic_score_gemma":0.001704691,"domain_scores_codex":[0.9986717,0.0003676729,0.0002232053,0.0001566282,0.0004452539,0.0001356063],"domain_scores_gemma":[0.9962906,0.003150262,0.00008353889,0.0002629054,0.0001713488,0.00004130082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005160455,0.01807667,0.2127975,0.0004626398,0.0000518252,3.760947e-7,0.5894412,0.00008755493,0.0005479323,0.1520905,0.0001765733,0.02575116],"study_design_scores_gemma":[0.0004261773,0.0003333131,0.2399184,0.0003823069,0.00001223616,5.540203e-7,0.7317172,0.0000222346,0.005723369,0.0148294,0.006484012,0.0001508064],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942655,0.0000246467,0.00001573394,0.0004199887,0.0001301541,0.0005666852,0.000003739372,0.0000114413,0.004562098],"genre_scores_gemma":[0.9991931,0.00004249205,0.00008747038,0.00003517584,0.00003745057,0.0001592746,0.000004722396,0.000005306358,0.0004350561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.142276,"threshold_uncertainty_score":0.2388039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01294250974038769,"score_gpt":0.3576425981299541,"score_spread":0.3447000883895665,"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."}}