{"id":"W4377200603","doi":"10.1007/978-3-031-32883-1_39","title":"The Relative Importance of Cognitive and Behavioral Engagement to Task Performance in Self-regulated Learning with an Intelligent Tutoring System","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Student engagement; Task (project management); Context (archaeology); Cognition; Psychology; Intelligent tutoring system; Think aloud protocol; Computer science; Protocol analysis; Self-regulated learning; Cognitive psychology; Mathematics education; Human–computer interaction; Cognitive science; Usability","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":[],"consensus_categories":[],"category_scores_codex":[0.0048894,0.0003060933,0.0003802066,0.0005135228,0.0003643178,0.00007229718,0.0004114021,0.0001576778,0.00000440489],"category_scores_gemma":[0.0001402399,0.0002221293,0.00002663637,0.0006653595,0.0004096472,0.0001192241,0.0002357467,0.001748024,0.000005508391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000248027,"about_ca_system_score_gemma":0.0001031917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005225725,"about_ca_topic_score_gemma":0.00009040392,"domain_scores_codex":[0.9974579,0.0004718275,0.0004594996,0.0007949535,0.0004014783,0.0004143218],"domain_scores_gemma":[0.9978765,0.001152963,0.0003488727,0.000336725,0.0002221888,0.00006276743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003435629,0.00008730154,0.1139199,0.0001279978,0.0001161669,0.0001587633,0.1429763,0.02891773,0.00008904544,0.01693496,0.000001010992,0.6963273],"study_design_scores_gemma":[0.003064808,0.01517584,0.7923641,0.02070828,0.000260532,0.0002670293,0.001278857,0.1555674,0.001284162,0.004663206,0.001713747,0.003652101],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4963083,0.0001036929,0.5002904,0.00005058991,0.0006756113,0.0006343533,0.000002161851,0.0001417595,0.001793122],"genre_scores_gemma":[0.9783184,0.000005378037,0.02098249,0.00002969671,0.00008210277,0.00002559351,0.000004498956,0.00004054864,0.0005112871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6926752,"threshold_uncertainty_score":0.905817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05161505624065156,"score_gpt":0.350663514400734,"score_spread":0.2990484581600825,"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."}}