{"id":"W4416436875","doi":"10.1108/979-8-88730-606-320251010","title":"From Adaptive Testing to Personalized Adaptive Testing","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computerized adaptive testing; Adaptive control; Test (biology); Key (lock); Matching (statistics)","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005846384,0.0009079091,0.001564548,0.001775964,0.000361241,0.0007966721,0.001919819,0.0005563851,0.004495494],"category_scores_gemma":[0.1283492,0.0006547983,0.0004653987,0.002221828,0.0002397064,0.0002135686,0.001380406,0.001228527,0.006198204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002396067,"about_ca_system_score_gemma":0.0003005236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008491687,"about_ca_topic_score_gemma":0.00003532827,"domain_scores_codex":[0.9916089,0.0002021109,0.001743853,0.002707595,0.002933724,0.0008037802],"domain_scores_gemma":[0.8491212,0.1468058,0.0008437737,0.001197017,0.00154457,0.0004876092],"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":[0.000121776,0.0000251995,0.0002445824,0.00001083957,0.0002960223,0.0003683741,0.0008030646,0.0001276888,0.0002113644,0.1312135,0.0347679,0.8318096],"study_design_scores_gemma":[0.0002819659,0.0007114161,0.0002681373,0.000982417,0.0001527881,0.00004193147,0.002030277,0.01230522,0.00002296086,0.8572987,0.1247636,0.001140637],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002414469,0.001704277,0.05265993,0.0002719016,0.002040055,0.0005930499,0.000314411,0.0006037016,0.9415712],"genre_scores_gemma":[0.0008825939,0.000004189258,0.4664874,0.0004418549,0.001156689,0.00001853118,0.000005637629,0.00009486808,0.5309083],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.830669,"threshold_uncertainty_score":0.9995903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.723959688406624,"score_gpt":0.4605334489804211,"score_spread":0.2634262394262029,"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."}}