{"id":"W1834436998","doi":"10.14742/ajet.742","title":"Transforming higher education and student engagement through collaborative review to inform educational design","year":2014,"lang":"en","type":"article","venue":"Australasian Journal of Educational Technology","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Operationalization; Student engagement; Transformational leadership; Process (computing); Dialog box; Psychology; Educational technology; Medical education; Higher education; Knowledge management; Pedagogy; Computer science; Political science; Medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.4907074,0.001512935,0.002693162,0.01277987,0.007844369,0.01972241,0.005477463,0.004098929,0.002670688],"category_scores_gemma":[0.5965427,0.001565313,0.002228124,0.00780576,0.01388311,0.01535608,0.01931829,0.00558839,0.0008813996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01188857,"about_ca_system_score_gemma":0.04876501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002614441,"about_ca_topic_score_gemma":0.006413431,"domain_scores_codex":[0.2468706,0.6926411,0.0214694,0.009018295,0.02721461,0.002785967],"domain_scores_gemma":[0.2218611,0.6284655,0.02420013,0.06405663,0.05551523,0.005901471],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002747433,0.0005058587,0.006874388,0.008141601,0.0005163061,0.0009602299,0.4262071,0.001998005,0.002701734,0.06174109,0.0117723,0.4783067],"study_design_scores_gemma":[0.0006107339,0.002125699,0.008810673,0.026299,0.001023869,0.001719438,0.3040315,0.01038802,0.01026245,0.1914043,0.4427122,0.0006121076],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1080626,0.01280784,0.7367585,0.06297606,0.003052424,0.0277397,0.0004518683,0.001146648,0.04700436],"genre_scores_gemma":[0.3209901,0.00451674,0.6442542,0.004005735,0.0005228065,0.02211399,0.0002054191,0.0002801729,0.003110812],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4907074,"threshold_uncertainty_score":0.6280485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05933392694611204,"score_gpt":0.4192060435869304,"score_spread":0.3598721166408183,"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."}}