{"id":"W2601733560","doi":"10.11575/prism/31647","title":"Signature pedagogies for e-learning in higher education and beyond","year":2017,"lang":"en","type":"article","venue":"Open MIND","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mount Royal University; University of Ontario Institute of Technology","keywords":"White (mutation); Event (particle physics); Open educational resources; State (computer science); Political science; Higher education; Sociology; Pedagogy; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0003219399,0.00007205481,0.0000956043,0.00005328197,0.0004176772,0.001863934,0.0009358166,0.00005396935,0.0003252806],"category_scores_gemma":[0.0001227215,0.00006912564,0.0000140152,0.00004952878,0.00002588463,0.001261258,0.0004022221,0.0001631129,0.00005576535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001927295,"about_ca_system_score_gemma":0.0001878768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000389868,"about_ca_topic_score_gemma":0.00003235882,"domain_scores_codex":[0.9993867,0.00003353467,0.00009896894,0.0002754607,0.00006730976,0.0001380136],"domain_scores_gemma":[0.9994453,0.00005872349,0.00011518,0.0002817963,0.00004965165,0.00004940746],"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":[0.00001016163,0.00009853793,0.009776897,0.00001002793,0.000006074893,0.00000105876,0.006816193,0.00004338623,0.0004542916,0.01758839,0.002345131,0.9628499],"study_design_scores_gemma":[0.0006025162,0.00009585611,0.1374083,0.00005897322,0.000006087664,0.000004996785,0.005417385,0.001852733,0.000643044,0.002070962,0.8515624,0.0002767424],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2967526,0.0003095691,0.0006299941,0.02846113,0.001903835,0.0008172524,0.000001192223,0.000009838775,0.6711146],"genre_scores_gemma":[0.8841274,0.000008835535,0.04302627,0.00013524,0.00008268651,0.00003303472,0.000004805764,0.000005533725,0.07257619],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9625731,"threshold_uncertainty_score":0.9991722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07252538869421996,"score_gpt":0.3742826550196199,"score_spread":0.3017572663254,"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."}}