{"id":"W1497495617","doi":"10.29173/mruer116","title":"The relationship between student engagement, teacher proficiency, and technology","year":2014,"lang":"en","type":"article","venue":"Mount Royal Undergraduate Education Review","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Bachelor; Mathematics education; Psychology; Student engagement; Pedagogy; Teacher education; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002534889,0.0001247093,0.00015973,0.0001234409,0.001622317,0.0001199308,0.0003461471,0.0001230373,0.00005928283],"category_scores_gemma":[0.003215967,0.00009244736,0.00003526824,0.000645294,0.0004384665,0.00008704936,0.00004395974,0.0003565169,0.0001262889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002375427,"about_ca_system_score_gemma":0.0004512071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002134076,"about_ca_topic_score_gemma":0.0004085251,"domain_scores_codex":[0.9982366,0.0006319828,0.0003499069,0.000264556,0.000275347,0.0002416101],"domain_scores_gemma":[0.9986047,0.0005350562,0.0002195786,0.0003418082,0.0002206829,0.00007814494],"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":[1.785305e-7,0.0000470239,0.3254849,0.00003976813,0.000005963676,1.255023e-8,0.0002941253,4.263731e-8,5.872766e-7,0.6214428,0.01057247,0.04211212],"study_design_scores_gemma":[0.00005672044,0.00002669469,0.1685057,0.0002761942,0.00005658754,4.647433e-7,0.003535355,0.000004415837,0.000003219736,0.06175993,0.7656496,0.0001251814],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2560734,0.03563153,0.0006292755,0.6486853,0.00122277,0.002145553,0.00000121797,0.0004393834,0.05517152],"genre_scores_gemma":[0.9777881,0.006921852,0.00016207,0.0006907383,0.0001755006,0.000343413,0.00001473887,0.00001010768,0.01389351],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7550771,"threshold_uncertainty_score":0.9996774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04603012289258536,"score_gpt":0.390322211522654,"score_spread":0.3442920886300687,"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."}}