{"id":"W4412770529","doi":"10.1007/s42438-025-00581-w","title":"Review of Lesley Gourlay (2025). The University and the Algorithmic Gaze","year":2025,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Philosophical and Theoretical Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Gaze; Psychology; Computer science; Cognitive science; Psychoanalysis","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004133506,0.00003752867,0.00007263348,0.00003413762,0.0003986067,0.00008297472,0.0001474779,0.000006325535,0.00006147464],"category_scores_gemma":[0.0001548916,0.0000175233,0.00002383301,0.0001723164,0.002889774,0.0001839607,0.00006392303,0.00004332371,0.000004288988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000120129,"about_ca_system_score_gemma":0.0001339347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001370844,"about_ca_topic_score_gemma":0.00001178316,"domain_scores_codex":[0.9996455,0.00002236943,0.00007249812,0.0000936374,0.00009881805,0.00006718597],"domain_scores_gemma":[0.9996105,0.00009291621,0.00002859582,0.00008795411,0.0001530233,0.00002698859],"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":[0.000004315746,0.00001680372,0.00001850251,0.00007749472,0.000004903747,2.282628e-8,0.0005785162,1.709387e-8,0.000003553651,0.9538687,0.001241856,0.0441853],"study_design_scores_gemma":[0.0001614404,0.00002782542,0.001162381,0.0009609216,0.0001278438,0.000001929451,0.00291155,0.0001604328,0.00003594934,0.6722851,0.3220766,0.00008798231],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06609635,0.03492723,0.00002641158,0.1578828,0.0003141773,0.0003314346,0.00001431937,0.00001494071,0.7403923],"genre_scores_gemma":[0.9903926,0.004819634,0.00000340257,0.002647702,0.00004963189,0.000001446241,0.000001346678,6.414123e-7,0.002083586],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9242963,"threshold_uncertainty_score":0.9998238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00935994656363562,"score_gpt":0.2276409026388752,"score_spread":0.2182809560752396,"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."}}