{"id":"W2245030260","doi":"","title":"Cognitive Flexibility Theory: The challenge of diverse populations","year":2004,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Psychology of Development and Education","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Flexibility (engineering); Cognition; Computer science; Cognitive psychology; Cognitive science; Psychology; Mathematics; Neuroscience","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":[0.0003524765,0.0001652892,0.000203143,0.0004851655,0.0001840175,0.000008811548,0.0002775789,0.0001977519,0.002878449],"category_scores_gemma":[0.0005008415,0.00012929,0.00003304145,0.0005693336,0.001142839,0.00006133538,0.00004728104,0.0004228395,0.0001977789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004167578,"about_ca_system_score_gemma":0.0003246069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002978011,"about_ca_topic_score_gemma":0.0002650808,"domain_scores_codex":[0.9987931,0.00008960441,0.0002812995,0.0003954554,0.0001795391,0.0002609491],"domain_scores_gemma":[0.9985776,0.0005892624,0.0001695246,0.0003369216,0.0002491632,0.00007751062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005116016,0.0004977076,0.0183671,0.000004616737,0.00005068117,9.557436e-7,0.006146111,1.634965e-7,0.0000159598,0.9677688,0.0009531768,0.006143512],"study_design_scores_gemma":[0.0004716642,0.00006976394,0.2037361,0.00004228534,0.00002741006,0.000006073093,0.00175573,4.031404e-7,0.0000742291,0.7936355,0.00007780427,0.0001030167],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2856128,0.0005913874,0.0001081409,0.6824217,0.004696859,0.0004184606,0.00003007304,0.00007707896,0.02604344],"genre_scores_gemma":[0.9978638,0.00006481471,0.000235325,0.0003055733,0.0002543834,0.0002487735,0.00008037238,0.000009609072,0.000937318],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.712251,"threshold_uncertainty_score":0.998033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1222092601504115,"score_gpt":0.3708812904994254,"score_spread":0.2486720303490139,"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."}}