{"id":"W6996673223","doi":"","title":"Speed of Processing: Tests and Factor Structure","year":2022,"lang":"en","type":"article","venue":"Journals & Books Hosting (International Knowledge Sharing Platform)","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cognition; Factor (programming language); Encoding (memory); Test (biology); Cognitive test; Correlation; Working memory; Association (psychology)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000442273,0.0002241402,0.0003487213,0.0002626591,0.0003653298,0.0001392581,0.0004311719,0.00004967262,0.001367595],"category_scores_gemma":[0.001157547,0.000199716,0.00009762667,0.0001458911,0.00005509479,0.0003032766,0.0007709521,0.0004660682,0.000005479725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001748756,"about_ca_system_score_gemma":0.00009446203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000484354,"about_ca_topic_score_gemma":0.00001160388,"domain_scores_codex":[0.9981113,0.00001773255,0.0006847467,0.0002919568,0.0006252089,0.0002690328],"domain_scores_gemma":[0.9983914,0.000521886,0.0005146754,0.0001225035,0.0003208582,0.0001286345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001060526,0.004159807,0.1772442,0.004786504,0.002727899,0.0006596778,0.06326811,0.000129025,0.2359505,0.1463291,0.009864618,0.35382],"study_design_scores_gemma":[0.00288203,0.0003152031,0.02786395,0.002406533,0.0001363342,0.001532882,0.001780695,0.007918353,0.01984884,0.9303054,0.003843387,0.001166448],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684674,0.0004324529,0.0001456954,0.0001054859,0.0002778473,0.0002140291,0.00009472317,0.00006632567,0.03019606],"genre_scores_gemma":[0.9934059,0.00000915136,0.003807327,0.00005505724,0.0001762144,0.000006035687,0.0000108494,0.00003595652,0.00249347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7839763,"threshold_uncertainty_score":0.9995453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08228138709477786,"score_gpt":0.3534246967380013,"score_spread":0.2711433096432234,"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."}}