{"id":"W2112405949","doi":"10.19173/irrodl.v15i6.1713","title":"The search for meaningful e-learning at Canadian universities: A multi-institutional research study","year":2014,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Polytechnic; Nipissing University; Magna International (Canada); Mount Royal University","funders":"Sigma Theta Tau International; National League for Nursing","keywords":"Higher education; Psychology; Educational technology; Instructional design; E learning; Mandate; Mathematics education; Pedagogy; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.006611593,0.0004866048,0.0008589313,0.003820222,0.01847482,0.006918474,0.002052917,0.0009177759,0.0025346],"category_scores_gemma":[0.01196601,0.0005059786,0.0005700508,0.0115877,0.004214988,0.001867922,0.004388658,0.001507959,0.0003114526],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06874442,"about_ca_system_score_gemma":0.1542169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9663848,"about_ca_topic_score_gemma":0.9855561,"domain_scores_codex":[0.9942649,0.0008165805,0.0002529325,0.0004679667,0.00228305,0.001914582],"domain_scores_gemma":[0.9853787,0.002491423,0.001803635,0.0003245703,0.006047904,0.003953873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002538064,0.0009796142,0.5322979,0.001027573,0.00006356848,0.001412185,0.3811764,0.0002125165,0.001903717,0.003720821,0.003527794,0.07342411],"study_design_scores_gemma":[0.00001479887,0.0002169916,0.3587072,0.0003287051,0.00003907464,0.0001828372,0.628023,0.0002347196,0.0004049887,0.000196325,0.01157101,0.00008025765],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952093,0.0003737058,0.0001364014,0.0005432181,0.000009626043,0.0001688358,0.0002065944,0.000006260596,0.003346098],"genre_scores_gemma":[0.9971588,0.0008009613,0.000446754,0.0002678483,0.000004625423,0.00008553162,0.0001285774,0.00000622478,0.001100739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9312556,"threshold_uncertainty_score":0.498778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1414485946685805,"score_gpt":0.4955152693007163,"score_spread":0.3540666746321357,"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."}}