{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007076495,0.00008400196,0.0001917816,0.0008993145,0.00007630633,0.00001229289,0.0001576914,0.0001089125,0.00001128144],"category_scores_gemma":[0.001528966,0.00007620149,0.00001710965,0.001352182,0.0002319644,0.000465818,0.00007271815,0.0003985998,8.70501e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006293068,"about_ca_system_score_gemma":0.00004819691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001172308,"about_ca_topic_score_gemma":0.000002097072,"domain_scores_codex":[0.999144,0.00003273242,0.0004032002,0.0001064225,0.0002102752,0.0001033358],"domain_scores_gemma":[0.9978983,0.0001696884,0.0003586874,0.00004051334,0.001521888,0.00001086989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003193342,0.00002757902,0.03052419,0.000006788147,0.00009469536,0.000001668873,0.009497926,0.0000867883,0.009185789,0.9421213,0.000003308557,0.008418024],"study_design_scores_gemma":[0.001902514,0.001284148,0.06565354,0.001356344,0.00003230491,0.0001188587,0.5466939,0.0001928127,0.05882711,0.3114564,0.01180548,0.0006765045],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896111,0.0002212514,0.006944791,0.00194597,0.0004862108,0.00005766329,0.000001155442,0.00003890649,0.0006928989],"genre_scores_gemma":[0.9955718,0.0002927865,0.003951008,0.00001749116,0.00009730968,0.000008261532,0.000001120577,0.000004961896,0.0000552952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6306649,"threshold_uncertainty_score":0.3107406,"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."}}