{"id":"W1988310705","doi":"10.1353/rhe.2012.0028","title":"Imag(in)ing the University: Visual Sociology and Higher Education","year":2012,"lang":"en","type":"article","venue":"Review of higher education/The review of higher education","topic":"Visual Culture and Art Theory","field":"Arts and Humanities","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sociology; Higher education; Sociology of Education; Reproduction; Visual research; Sociology of knowledge; Social science; Epistemology; Visual arts; Political science; Art","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":[0.001024853,0.0003247849,0.0006472431,0.0001325554,0.0003516177,0.00003330144,0.0004620423,0.00008354642,0.009018666],"category_scores_gemma":[0.00003620574,0.0002065166,0.0002300962,0.0002746038,0.0007584942,0.0005814421,0.00008571723,0.000281179,0.0001615248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001494866,"about_ca_system_score_gemma":0.0009277601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001442634,"about_ca_topic_score_gemma":0.00001084863,"domain_scores_codex":[0.9975127,0.0007513218,0.0008083778,0.000310265,0.00028433,0.0003330221],"domain_scores_gemma":[0.9977642,0.0002661987,0.0007813479,0.0005601218,0.0005140899,0.0001140605],"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":[0.000006622748,0.001070903,0.000864993,0.01965643,0.00006268891,4.483397e-8,0.003844816,3.079949e-8,0.00002973768,0.6873736,0.270018,0.01707221],"study_design_scores_gemma":[0.00009067048,0.0000405485,0.02012146,0.01719159,0.0004079471,0.000004960676,0.001226477,5.12449e-8,0.000009835158,0.003363508,0.9573081,0.0002348425],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.005664879,0.9043329,4.164975e-7,0.0316431,0.005214674,0.001095901,0.000009151331,0.00002453171,0.05201441],"genre_scores_gemma":[0.4948438,0.3255887,0.00009081533,0.02977589,0.00410778,0.0002227422,0.0002188539,0.00005514231,0.1450963],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6872901,"threshold_uncertainty_score":0.9918872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02578030113938365,"score_gpt":0.3307377321424834,"score_spread":0.3049574310030997,"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."}}