{"id":"W1973654007","doi":"10.5539/hes.v2n2p125","title":"Factors Influencing the Use of Learning Management System in Saudi Arabian Higher Education: A Theoretical Framework","year":2012,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Learning Management; Competence (human resources); Higher education; External variable; Variables; Mathematics education; Psychology; Medical education; Knowledge management; Computer science; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005931265,0.0001350641,0.0002104436,0.000130178,0.0004668403,0.00006013316,0.0001587321,0.00008385903,0.0002569821],"category_scores_gemma":[0.0001087847,0.00009370578,0.00005771799,0.0005899179,0.0003275415,0.0003255198,0.00007158279,0.0002885121,0.00002456734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002794309,"about_ca_system_score_gemma":0.0002353247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001735903,"about_ca_topic_score_gemma":0.00001991702,"domain_scores_codex":[0.9983791,0.0004800565,0.0003018164,0.0001706595,0.0003437503,0.0003246733],"domain_scores_gemma":[0.9987528,0.0005946656,0.0001875935,0.0001893468,0.0002020135,0.00007354766],"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":[0.000002898362,0.0001230603,0.3035766,0.00006474208,0.00004984809,7.454245e-8,0.01662692,0.00002478857,0.000001157072,0.6756566,0.001021451,0.00285188],"study_design_scores_gemma":[0.00003266795,0.000007850097,0.3292045,0.0002941859,0.00004294466,1.039541e-7,0.1759783,3.825222e-7,0.000003258139,0.0009620093,0.4933774,0.00009638997],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975989,0.004264256,0.00001300628,0.004285362,0.003530303,0.0002757279,4.307298e-7,0.00006739364,0.01157446],"genre_scores_gemma":[0.9882085,0.0001936867,0.001475819,0.0002093614,0.0008951922,0.00008194677,0.000002415646,0.00001281178,0.008920243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6746945,"threshold_uncertainty_score":0.3821211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0859784951371037,"score_gpt":0.3865067404091168,"score_spread":0.3005282452720131,"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."}}