{"id":"W2564146079","doi":"10.11647/obp.0103.06","title":"6. Educational Policy and Open Educational Practice in Australian Higher Education","year":2016,"lang":"en","type":"book-chapter","venue":"Open Education","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Defense Language Institute Foreign Language Center; School of Liberal Arts; University of British Columbia; University of Southern Queensland; Joint Information Systems Committee; Higher Education Academy; University of Tasmania; University of Edinburgh; University of Pittsburgh","keywords":"Learning analytics; Analytics; Mathematics education; Sociology; Political science; Knowledge management; Pedagogy; Data science; Computer science; Psychology","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009056859,0.0005321793,0.0004813424,0.0008801973,0.0004083213,0.003371661,0.003836238,0.0003783871,0.00575301],"category_scores_gemma":[0.000615637,0.0005411606,0.00006564109,0.0003798946,0.0001235143,0.006122554,0.001642821,0.000621903,0.00167344],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001269021,"about_ca_system_score_gemma":0.02960804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002347384,"about_ca_topic_score_gemma":0.0001193114,"domain_scores_codex":[0.9967198,0.0002148207,0.000790063,0.001347552,0.0004796979,0.0004480226],"domain_scores_gemma":[0.9960666,0.0006943656,0.0009272944,0.001130224,0.0007499323,0.0004316337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001271219,0.0005414054,0.0001528955,0.00002664784,0.00002594851,2.209315e-7,0.0007120316,7.527216e-7,0.00001126509,0.8231204,0.09713173,0.07826403],"study_design_scores_gemma":[0.000266455,0.00004237167,0.00816581,0.0004911127,0.00002216285,0.00005426241,0.0003321792,0.000001712016,0.000004267073,0.2324999,0.7575715,0.0005483738],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002770658,0.0003956467,0.00001001906,0.249217,0.003219571,0.001348733,0.000008725719,0.0000214839,0.7457511],"genre_scores_gemma":[0.006987151,0.0004501215,0.01622725,0.005941047,0.002695895,0.0006868874,0.0003459353,0.00007897846,0.9665867],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6604397,"threshold_uncertainty_score":0.999704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04104696174023929,"score_gpt":0.3868779757002325,"score_spread":0.3458310139599932,"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."}}