{"id":"W2246453416","doi":"","title":"Student Demographics and Technology Integration in Online Distance Education Courses","year":2012,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Demographics; Distance education; Technology integration; Higher education; Educational technology; Computer science; Mathematics education; Sociology; Psychology; Political science; Demography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001511333,0.0001707497,0.0003244417,0.001655112,0.001208859,0.003167436,0.0005392496,0.0008972312,0.01195839],"category_scores_gemma":[0.00692784,0.0003161058,0.0006210317,0.001336309,0.0004554472,0.001838832,0.001560816,0.001554187,0.003185607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005112891,"about_ca_system_score_gemma":0.001022891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00459454,"about_ca_topic_score_gemma":0.007526429,"domain_scores_codex":[0.9985273,0.0002705393,0.0001779681,0.0001389147,0.0003778921,0.0005073764],"domain_scores_gemma":[0.9887072,0.001937676,0.002847234,0.0002482472,0.001264861,0.004994822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001847451,0.0008426494,0.9937875,0.000004865487,0.00001729648,0.00004904955,0.0006494835,0.00002913807,0.0002327946,0.00006552148,0.0002712327,0.003865919],"study_design_scores_gemma":[0.000007298087,0.0003861097,0.9939727,0.00001159153,0.0000167541,0.00010462,0.004523819,0.0001934326,0.0001788139,0.00006215792,0.0005332779,0.000009369902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987677,0.00005140842,0.00003407793,0.00009611632,0.000008478689,0.000006340647,0.0000828769,0.000004186138,0.0009489128],"genre_scores_gemma":[0.9984381,0.00004720471,0.00002168744,0.00005579218,0.000009399886,0.00000734454,0.0001221521,0.000005746594,0.001292646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01195839,"threshold_uncertainty_score":0.04000479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01964043842942766,"score_gpt":0.3729790710664939,"score_spread":0.3533386326370662,"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."}}