{"id":"W4388139730","doi":"10.47408/jldhe.vi29.1099","title":"(Re)Imagining higher education: an inspirational guide for academics","year":2023,"lang":"en","type":"article","venue":"Journal of Learning Development in Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Birkbeck, University of London; University College Cork; University of Hull; University of Portsmouth","keywords":"Higher education; Presentation (obstetrics); Reflexivity; Pedagogy; Sociology; Power (physics); Laughter; Adaptation (eye); Psychology; Political science; Social science; Social 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002395996,0.0001731212,0.0002352578,0.0006182036,0.0005187721,0.0001598918,0.0003929005,0.0001749073,0.0009235],"category_scores_gemma":[0.0002842203,0.0001834034,0.00006425517,0.001102063,0.00005890313,0.001016825,0.00002855341,0.0004364759,0.00009127887],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081632,"about_ca_system_score_gemma":0.01216227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000080712,"about_ca_topic_score_gemma":0.00005731103,"domain_scores_codex":[0.9973743,0.0002147472,0.00097001,0.0002608791,0.0007938016,0.0003862458],"domain_scores_gemma":[0.9977353,0.0002616236,0.000773094,0.0001132046,0.0008938409,0.0002229032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009365568,0.001183258,0.4762557,0.0001063893,0.00009485018,0.00000310714,0.1281612,0.001727767,0.0002658742,0.08425704,0.1927358,0.1151154],"study_design_scores_gemma":[0.0002149199,0.00002747135,0.2723314,0.0001295321,0.000007806188,9.655644e-7,0.005880624,0.000002864617,0.00003100263,0.001562265,0.7196385,0.0001727039],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8091328,0.001824495,0.000273484,0.09172337,0.03135723,0.001094474,0.000002590662,0.0002552314,0.06433637],"genre_scores_gemma":[0.7634799,0.0003124613,0.03351709,0.002428006,0.004224158,0.0002319107,0.000119306,0.00004796457,0.1956392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5269027,"threshold_uncertainty_score":0.9999898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08568673138305687,"score_gpt":0.3980845458571458,"score_spread":0.3123978144740889,"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."}}