{"id":"W4413188873","doi":"10.22541/au.175502130.01785160/v1","title":"The case for the sociology of organizations in higher education","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Sociology of Education; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01115089,0.0004693754,0.0006827322,0.002691717,0.007155745,0.01192709,0.001514957,0.007555064,0.006315382],"category_scores_gemma":[0.01112549,0.0003300973,0.0005825304,0.002618926,0.07351504,0.01757235,0.00689552,0.008690302,0.0009782065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01141049,"about_ca_system_score_gemma":0.008485832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02340872,"about_ca_topic_score_gemma":0.01735872,"domain_scores_codex":[0.9916176,0.00501244,0.0001211609,0.0008621766,0.001574219,0.0008124406],"domain_scores_gemma":[0.9824396,0.0114892,0.001228301,0.001743243,0.001174097,0.001925525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002513487,0.000005165082,0.0002050132,0.00002546164,0.000003354479,0.00002286619,0.001855845,0.0001078265,0.00001625153,0.9917801,0.004123893,0.001851649],"study_design_scores_gemma":[0.000007775835,0.000008903026,0.0004779581,0.0001229149,0.000002814806,0.00004652625,0.002899715,0.0003252572,0.00002158997,0.8188977,0.1771787,0.00001018989],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01768252,0.04142671,0.03606671,0.6163505,0.003592345,0.00004625708,0.00008111142,0.0001114989,0.2846423],"genre_scores_gemma":[0.8973709,0.0206964,0.01211261,0.03892825,0.006635822,0.0001730767,0.00004845585,0.0001095454,0.02392497],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9928443,"threshold_uncertainty_score":0.0827893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02863374074325473,"score_gpt":0.2726982403957951,"score_spread":0.2440644996525404,"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."}}