{"id":"W2793146308","doi":"10.4018/ijavet.2018010101","title":"Looking Back and Looking Forward","year":2018,"lang":"en","type":"article","venue":"International Journal of Adult Vocational Education and Technology","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University; University of Ottawa","funders":"","keywords":"Blended learning; Andragogy; Flexibility (engineering); Flipped classroom; Pedagogy; Higher education; Psychology; Sociology; Faculty development; Professional development; Mathematics education; Educational technology; Adult education; Political science; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000290576,0.00006340498,0.00009123771,0.0004742949,0.0001801999,0.00007684693,0.000223421,0.00009954743,0.0001916107],"category_scores_gemma":[0.0007756033,0.00006154415,0.00002299597,0.0002025644,0.0003984284,0.0003033855,0.00004131105,0.0001750384,0.00001939644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007119455,"about_ca_system_score_gemma":0.0008600332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000440908,"about_ca_topic_score_gemma":0.0001225097,"domain_scores_codex":[0.9991782,0.00003674683,0.0002618141,0.0001112139,0.0003022663,0.0001097391],"domain_scores_gemma":[0.9973058,0.00007706904,0.0002779577,0.00004821399,0.002222799,0.00006812692],"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":[0.00002013046,0.0001088023,0.0239673,0.000004187573,0.00006171459,0.000001551677,0.001989846,4.532679e-7,0.0002822305,0.3170733,0.001544119,0.6549464],"study_design_scores_gemma":[0.000759934,0.0002063135,0.01251876,0.0002412117,0.00003470998,0.0003850207,0.02855533,0.00007653899,0.001004845,0.08556173,0.8704392,0.000216392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8401597,0.0005896661,0.001611422,0.1294176,0.002440172,0.0000988601,0.000002711497,0.00003648002,0.02564342],"genre_scores_gemma":[0.985501,0.0004225106,0.01110604,0.0004917101,0.001584387,0.000002079325,0.000003566309,0.000005811904,0.0008829327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8688951,"threshold_uncertainty_score":0.2509698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00807158444046206,"score_gpt":0.3435176978095629,"score_spread":0.3354461133691008,"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."}}