{"id":"W2207188516","doi":"","title":"Assessing and Predicting ICT Literacy in Education Undergraduates","year":2002,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Information and Communications Technology; Literacy; Mathematics education; Computer science; Medical education; Pedagogy; Psychology; Medicine; World Wide Web","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":[0.0003155209,0.0001312736,0.000111669,0.0003394932,0.0001784414,0.000710507,0.0004439396,0.0001474733,0.00004789534],"category_scores_gemma":[0.0002023337,0.0001407809,0.00006893784,0.0003178674,0.00005070647,0.003676754,0.00009433488,0.0002781465,0.00003462587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002270453,"about_ca_system_score_gemma":0.0001902843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004312207,"about_ca_topic_score_gemma":0.000001392289,"domain_scores_codex":[0.9989812,0.00002122103,0.0004218831,0.0002183135,0.0001777329,0.0001795937],"domain_scores_gemma":[0.9988408,0.00005879707,0.000300452,0.0001847807,0.0005789028,0.00003625767],"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":[8.438834e-7,0.0001030878,0.01549568,0.0000342671,0.00001962995,2.679586e-8,0.006707861,0.00001359218,0.00006770191,0.5900679,0.001831171,0.3856582],"study_design_scores_gemma":[0.0007318014,0.0001069348,0.01580878,0.0007400869,0.00001819114,0.00006129269,0.03963533,0.3254507,0.000638516,0.03784748,0.578284,0.0006769007],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1689371,0.0008428529,0.7783142,0.02924116,0.003281435,0.000838133,0.000005020277,0.0006247098,0.01791547],"genre_scores_gemma":[0.9533805,0.00008060653,0.04275443,0.0003996428,0.000104436,0.0002228548,0.00003136333,0.000005909158,0.003020274],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7844434,"threshold_uncertainty_score":0.6851436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02936896422401852,"score_gpt":0.3176969866455602,"score_spread":0.2883280224215417,"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."}}