{"id":"W2020039799","doi":"10.1080/10494820.2011.641675","title":"Exploring the use of web-based learning tools in secondary school classrooms","year":2012,"lang":"en","type":"article","venue":"Interactive Learning Environments","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"Laptop; Mathematics education; Pace; Educational technology; Quality (philosophy); Student engagement; Psychology; Computer science; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000596569,0.0001946964,0.0002075423,0.0001997669,0.000202532,0.0002246451,0.0005246427,0.00004961302,0.0004780478],"category_scores_gemma":[0.0008607623,0.000168533,0.0000855945,0.0002679694,0.00006392644,0.004304255,0.0003165322,0.001590428,0.0004877392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002543238,"about_ca_system_score_gemma":0.0000603031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006814428,"about_ca_topic_score_gemma":0.00000350557,"domain_scores_codex":[0.9978345,0.0007046317,0.0003475567,0.0003279211,0.0003426794,0.0004427098],"domain_scores_gemma":[0.9983882,0.0008275255,0.0003073013,0.0003284656,0.0000162149,0.0001322358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007532381,0.0004826247,0.6812273,0.00002246319,0.00007757459,0.000007673491,0.01123416,0.1070666,0.01415932,0.0004860062,0.0002530996,0.1849078],"study_design_scores_gemma":[0.0005504151,0.0001122722,0.7084914,0.0001112999,0.000007603267,0.000004797619,0.002905781,0.01341183,0.002619716,0.00000554864,0.2715317,0.0002476506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844508,0.00003501327,0.009002018,0.0003702758,0.0006403983,0.0002138776,6.194414e-7,0.00006778454,0.005219181],"genre_scores_gemma":[0.9942905,0.00003201618,0.002992812,0.0002347311,0.00006941751,0.00007762317,0.000007813162,0.00002602923,0.002269072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2712786,"threshold_uncertainty_score":0.6909707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1014681732560226,"score_gpt":0.2856954034202457,"score_spread":0.1842272301642231,"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."}}