{"id":"W2588060252","doi":"10.34105/j.kmel.2016.08.032","title":"Using cloud computing to develop an integrated virtual system for online GIScience programs","year":2016,"lang":"en","type":"article","venue":"Knowledge Management & E-Learning An International Journal","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Cloud computing; Variety (cybernetics); Presentation (obstetrics); Task (project management); Multimedia; World Wide Web; Quality (philosophy); Data science; Engineering; Systems engineering; Artificial intelligence","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":[0.002412699,0.0001630397,0.0001556336,0.0005426191,0.001130699,0.0007285803,0.001074568,0.00006187791,0.00009428556],"category_scores_gemma":[0.0003616773,0.0001313382,0.00008094899,0.0005832247,0.0001340904,0.0005769436,0.0001377878,0.0001932094,0.00004759273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005335319,"about_ca_system_score_gemma":0.000366459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001950297,"about_ca_topic_score_gemma":0.0006461129,"domain_scores_codex":[0.9976752,0.0004831082,0.0004303608,0.0003697347,0.0005783035,0.0004632316],"domain_scores_gemma":[0.9973413,0.0001022643,0.0002667255,0.0001213449,0.001787081,0.0003813065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007183613,0.0004395837,0.02388082,0.00001286073,0.0001241949,0.00001051352,0.01668851,0.000663122,0.0001200296,0.06365417,0.0002218543,0.8941125],"study_design_scores_gemma":[0.001249322,0.0005102852,0.01360971,0.0009083819,0.00005354316,0.00004537708,0.1696865,0.009631668,0.00002608268,0.0001898274,0.8035544,0.0005348942],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6678196,0.00002518684,0.3105716,0.001261908,0.00808226,0.0005147083,0.000008492825,0.0002643692,0.01145191],"genre_scores_gemma":[0.9596779,0.00001782598,0.0343195,0.00009078059,0.002332804,0.00001135096,0.00002683836,0.00002134311,0.003501707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8935776,"threshold_uncertainty_score":0.8696537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09430762284784967,"score_gpt":0.4183766074679361,"score_spread":0.3240689846200865,"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."}}