{"id":"W4415757899","doi":"10.14452/mr-077-06-2025-10_0","title":"November 2025 (Volume 77, Number 6)","year":2025,"lang":"","type":"article","venue":"Monthly Review","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanity; Ideology; Civilization; Quarter (Canadian coin); Blank; First World","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007960877,0.0004217606,0.0008267878,0.00004434062,0.000250473,0.0006858081,0.001565488,0.0001642742,0.00379412],"category_scores_gemma":[0.0003021208,0.000411256,0.000669885,0.002087602,0.0001560306,0.000895263,0.0006419429,0.0003860705,0.008629555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001938838,"about_ca_system_score_gemma":0.001000784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006599537,"about_ca_topic_score_gemma":0.0000106111,"domain_scores_codex":[0.996854,0.0001883264,0.0009801362,0.0009058231,0.0004634465,0.00060825],"domain_scores_gemma":[0.9973416,0.00009006983,0.0002509474,0.001663976,0.0003855923,0.0002678246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[8.017863e-7,0.0002432617,0.0005536919,0.002833567,0.00006519668,0.000003795681,0.0002014009,0.000004053356,2.796978e-7,0.02895934,0.7301987,0.236936],"study_design_scores_gemma":[0.000189625,0.00001596615,0.00247784,0.008451095,0.0001111838,0.00000242652,0.00002218764,0.003313111,0.000003865673,0.001147356,0.9838942,0.0003710964],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000507069,0.3024639,0.005217405,0.03923251,0.003424035,0.000774297,0.00001536207,0.0001053894,0.6487164],"genre_scores_gemma":[0.0175321,0.1628954,0.00342002,0.1072188,0.0002184267,0.0001875333,0.00002736857,0.00003267209,0.7084676],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2536956,"threshold_uncertainty_score":0.9998339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02010649654258187,"score_gpt":0.3155868813029037,"score_spread":0.2954803847603218,"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."}}