{"id":"W2118282109","doi":"","title":"Changing Pedagogy for Modern Learners - Lessons from an Educator's Journey of Self-Reflection","year":2014,"lang":"en","type":"article","venue":"Educational Technology & Society","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Reflection (computer programming); Pedagogy; Mathematics education; Process (computing); Teaching method; Psychology; Sociology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006124598,0.0003764204,0.0002676198,0.0007713164,0.002971085,0.005942165,0.0009577716,0.001750639,0.002990336],"category_scores_gemma":[0.007833684,0.0001817356,0.0004102131,0.0002717393,0.00838906,0.005556184,0.006326637,0.004908365,0.0009698134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001390548,"about_ca_system_score_gemma":0.002917527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002845212,"about_ca_topic_score_gemma":0.0009906184,"domain_scores_codex":[0.9969944,0.002080545,0.00007711958,0.0002093081,0.0004514322,0.0001872401],"domain_scores_gemma":[0.9954444,0.002671649,0.0003503935,0.000471252,0.0003850286,0.0006771984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003943961,0.0005536071,0.004876695,0.0006161608,0.00002877132,0.0008767255,0.383083,0.0004972872,0.005320011,0.2900173,0.02619958,0.2878914],"study_design_scores_gemma":[0.00002124251,0.0004064483,0.002773127,0.001357481,0.00002258503,0.002768851,0.1409657,0.000490499,0.004130222,0.139651,0.7073529,0.00005984538],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3232524,0.02189346,0.1551595,0.1525892,0.003823329,0.000589937,0.00006359181,0.001120466,0.3415082],"genre_scores_gemma":[0.8360835,0.008357039,0.07994388,0.007915466,0.0005271696,0.0002966624,0.00004475295,0.0002379416,0.06659372],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006124598,"threshold_uncertainty_score":0.03239036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04548196836464292,"score_gpt":0.4218995526786108,"score_spread":0.3764175843139679,"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."}}