{"id":"W2979762131","doi":"10.35940/ijitee.i3321.0789s319","title":"Learning Quality Innovation through Integration of Pedagogical Skill and Adaptive Technology","year":2019,"lang":"en","type":"article","venue":"International Journal of Innovative Technology and Exploring Engineering","topic":"Educational Theory and Curriculum Studies","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Athabasca University","keywords":"Flexibility (engineering); Quality (philosophy); Process (computing); Thematic analysis; Learning environment; Computer science; Mathematics education; Adaptive learning; Knowledge management; Psychology; Pedagogy; Sociology; Qualitative research; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002838644,0.0002278184,0.0002870812,0.00175692,0.0006601716,0.005509755,0.0005886203,0.0008418988,0.002447128],"category_scores_gemma":[0.005993253,0.0001491089,0.0007089627,0.001074492,0.002907221,0.004032942,0.003694087,0.0009355124,0.0003775197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001345621,"about_ca_system_score_gemma":0.002341607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005559034,"about_ca_topic_score_gemma":0.0006903589,"domain_scores_codex":[0.9968534,0.001526172,0.0001909075,0.0003036042,0.0008633222,0.0002625336],"domain_scores_gemma":[0.995096,0.003182239,0.00053956,0.0004245141,0.0004839312,0.0002736387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000855602,0.0006211984,0.01961713,0.002936947,0.0001837513,0.0007192839,0.02561026,0.002795008,0.008549503,0.2548959,0.002892407,0.6810931],"study_design_scores_gemma":[0.0002426016,0.002128568,0.09362137,0.004434259,0.0006397179,0.003656234,0.03528652,0.01994848,0.01656677,0.4612673,0.3620242,0.0001839126],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3998525,0.00984649,0.2219463,0.01266944,0.0004083585,0.0006557143,0.00008741344,0.0006386446,0.3538952],"genre_scores_gemma":[0.9518042,0.002173915,0.03913637,0.0004574929,0.0001005236,0.000138292,0.00003079094,0.00003069607,0.006127708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005509755,"threshold_uncertainty_score":0.01501232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1126826760252828,"score_gpt":0.3949140062770864,"score_spread":0.2822313302518036,"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."}}