{"id":"W2902684084","doi":"10.1080/1475939x.2018.1544587","title":"Teacher facilitation support in ubiquitous learning environments","year":2018,"lang":"en","type":"article","venue":"Technology Pedagogy and Education","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"Deanship of Scientific Research, King Saud University; University of North Texas","keywords":"Usability; Dashboard; Computer science; Human–computer interaction; System usability scale; Multimedia; Process (computing); Facilitation; Interface (matter); Scale (ratio); Usability engineering; Data science; Psychology","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":[0.001047821,0.0003984483,0.0003220804,0.0003656237,0.0007179665,0.001321043,0.0008668487,0.0007060394,0.002271912],"category_scores_gemma":[0.003996558,0.0003128543,0.0002384696,0.0002836696,0.0003368507,0.001371075,0.00193978,0.000463508,0.0008858332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002709489,"about_ca_system_score_gemma":0.00056824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009254127,"about_ca_topic_score_gemma":0.0009949062,"domain_scores_codex":[0.9989368,0.000436863,0.00007234965,0.000194311,0.0002234843,0.0001360258],"domain_scores_gemma":[0.9979311,0.0008477439,0.0002580187,0.0003605115,0.0002977638,0.0003048885],"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":[0.0009673738,0.001065555,0.02550554,0.00178841,0.0001055519,0.003176866,0.01424535,0.008779404,0.1499377,0.009271453,0.009051045,0.7761058],"study_design_scores_gemma":[0.0008235833,0.00553954,0.07742129,0.001809688,0.0005438665,0.009693903,0.01646713,0.1771402,0.2408337,0.02619284,0.4430183,0.000515877],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4902486,0.001861679,0.4768101,0.001186958,0.0002103337,0.0004245309,0.000115107,0.01421512,0.01492764],"genre_scores_gemma":[0.9299163,0.0004151295,0.06405893,0.0001193707,0.00004395915,0.0001671265,0.00006233583,0.00009838914,0.005118535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002271912,"threshold_uncertainty_score":0.007600307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01062212494442713,"score_gpt":0.3194964294598057,"score_spread":0.3088743045153786,"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."}}