{"id":"W4396840580","doi":"10.1017/9781009282284.008","title":"Multilevel Models, and Repeated Measures","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Repeated measures design; Computer science; Psychology; Econometrics; Mathematics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001653058,0.0003949098,0.000643412,0.0008973489,0.0002238346,0.0003149162,0.0009755855,0.0004358382,0.000009168187],"category_scores_gemma":[0.002171272,0.0003460442,0.0002448624,0.00005379584,0.000307049,0.0001787998,0.0009966298,0.0006263722,0.0000285726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009207246,"about_ca_system_score_gemma":0.00007742806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001469947,"about_ca_topic_score_gemma":0.000001870471,"domain_scores_codex":[0.9969505,0.00009213374,0.0004476742,0.001175519,0.001028509,0.000305656],"domain_scores_gemma":[0.993915,0.004135377,0.0003411992,0.0009311559,0.0004422573,0.0002350597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005463041,0.000003480377,0.000004376471,0.0000288798,0.0001130158,0.0003444719,0.00006556258,0.00002570654,0.0000188309,0.9048502,0.04198214,0.05250867],"study_design_scores_gemma":[0.0003476229,0.00004388224,0.00004304319,0.0001880159,0.000166553,0.00005058475,0.0001296109,0.00646827,0.00003608568,0.0091766,0.9828577,0.0004920314],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002548015,0.001545648,0.008968911,0.00002399814,0.0006121575,0.0002658816,0.0002181826,0.0002336537,0.9878768],"genre_scores_gemma":[0.003867154,0.0002436438,0.001714741,0.00004061944,0.0001009176,4.129021e-7,0.000006682031,0.00003986331,0.993986],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9408756,"threshold_uncertainty_score":0.9998991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4652492859168147,"score_gpt":0.3548884217742436,"score_spread":0.1103608641425711,"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."}}