{"id":"W7162030896","doi":"10.82308/39839","title":"Student engagement in technology rich classrooms and its relationship to professors' conceptions of effective teaching","year":2013,"lang":"en","type":"dissertation","venue":"","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Student engagement; Relation (database); Teaching method; Educational technology; Learning environment; Active learning (machine learning); Semi-structured interview; Technology integration","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008294047,0.0001324585,0.0002345476,0.0003707763,0.0003865116,0.00002785624,0.0002048071,0.0002291695,0.0003002376],"category_scores_gemma":[0.0005898554,0.0001228492,0.00002869323,0.0002360629,0.00005108309,0.0001049438,0.00005233455,0.0004512118,0.00004554469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002394098,"about_ca_system_score_gemma":0.00008498101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004418771,"about_ca_topic_score_gemma":0.003567167,"domain_scores_codex":[0.9984868,0.000351462,0.0003074168,0.000263554,0.0004017618,0.0001889644],"domain_scores_gemma":[0.999162,0.0004672338,0.0001491391,0.0001028067,0.00006076121,0.0000580337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004162503,0.0002503001,0.5266859,0.00003309628,0.00003864769,2.316695e-7,0.1039136,0.00001178231,0.00007349825,0.3669673,0.0001816305,0.001839813],"study_design_scores_gemma":[0.0001400497,0.00004062899,0.8046601,0.00007225027,0.0000216288,3.055935e-8,0.1915338,0.000001165347,0.00001680504,0.0009837694,0.002417528,0.0001122936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480327,0.0001805188,0.000009063927,0.001882769,0.00036143,0.002010353,0.000003245535,0.00002319825,0.04749675],"genre_scores_gemma":[0.9316664,0.00006408308,0.0002506636,0.00004889369,0.00003726747,0.0007557778,0.00003502669,0.00001009308,0.06713174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3659836,"threshold_uncertainty_score":0.5009645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03509772293225,"score_gpt":0.4193214466519427,"score_spread":0.3842237237196927,"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."}}