{"id":"W6925537138","doi":"10.17613/feesm-3sj85","title":"Toward a Brutalist Turn in Education","year":2025,"lang":"en","type":"article","venue":"Knowledge Commons (Lakehead University)","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of British Columbia","funders":"","keywords":"Character (mathematics); Mode (computer interface); Philosophy of education; Education theory","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":[],"consensus_categories":[],"category_scores_codex":[0.00008704553,0.0001279805,0.00023848,0.0007299209,0.00008367574,0.00001697822,0.0001751805,0.0001189004,0.00008919241],"category_scores_gemma":[0.000105537,0.0001237947,0.00008733336,0.001368602,0.00008644036,0.00009355008,0.0001110377,0.0002495451,0.00005912948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003265061,"about_ca_system_score_gemma":0.0005567592,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000172612,"about_ca_topic_score_gemma":0.01987707,"domain_scores_codex":[0.9992914,0.00006595627,0.0001341553,0.0002676786,0.00005184663,0.000188972],"domain_scores_gemma":[0.9993964,0.00005242651,0.00003181592,0.0002873045,0.0001526781,0.00007939612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001440308,0.005739497,0.1755259,0.0015428,0.0002929111,0.0003181606,0.002678193,0.000001662296,0.1006175,0.1430351,0.2426739,0.3261342],"study_design_scores_gemma":[0.0008597127,0.00004559028,0.0551475,0.0004738339,0.00009349029,0.00001480972,0.0002572417,0.000007832761,0.009635278,0.000135711,0.9331794,0.0001495778],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6619589,0.001490748,0.0000223014,0.007309162,0.0004611899,0.0003046604,0.000008671084,0.00006772237,0.3283767],"genre_scores_gemma":[0.9450435,0.000007801125,0.00004097325,0.00003932316,0.00006717528,1.897575e-7,0.00002259795,0.000006490901,0.05477193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6905056,"threshold_uncertainty_score":0.9980076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02301997993291926,"score_gpt":0.2589335827608514,"score_spread":0.2359136028279321,"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."}}