{"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 œreview 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001378962,0.0003210029,0.0002314656,0.003085502,0.002178588,0.0090096,0.0003263676,0.001406268,0.005783445],"category_scores_gemma":[0.002164336,0.0001189873,0.000152823,0.003227569,0.008055474,0.005848219,0.002341859,0.001226226,0.0006543919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001673988,"about_ca_system_score_gemma":0.001908258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00341669,"about_ca_topic_score_gemma":0.006899351,"domain_scores_codex":[0.9990206,0.0007014368,0.00002782263,0.00006011832,0.0001325375,0.00005743143],"domain_scores_gemma":[0.998476,0.001024544,0.0001590573,0.00008762478,0.0001172895,0.0001355946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003125996,0.00003967773,0.003295185,0.00136576,0.00001874447,0.0004044501,0.04187294,0.0002696969,0.0004112602,0.5581952,0.04387058,0.3502252],"study_design_scores_gemma":[0.000008088161,0.00004056302,0.004552939,0.001942313,0.00001471698,0.001052422,0.05241706,0.0001862469,0.0002289518,0.1675359,0.772002,0.00001878826],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03425382,0.599095,0.004866419,0.05152529,0.002957053,0.00002317845,0.00004737947,0.00005526968,0.3071766],"genre_scores_gemma":[0.7081281,0.2426656,0.002449417,0.005784157,0.003716117,0.00004365501,0.00004780479,0.00005696451,0.03710807],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0090096,"threshold_uncertainty_score":0.01934755,"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."}}