{"id":"W4413862699","doi":"10.1522/rhe.v9i4.1886","title":"Le projet Universal by Design mis en place en contexte postsecondaire","year":2025,"lang":"fr","type":"article","venue":"Revue hybride de l éducation","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00125506,0.0001851351,0.000282815,0.00007094476,0.0007573625,0.0000990666,0.0002954701,0.0002005617,0.0001305788],"category_scores_gemma":[0.00082824,0.0002439513,0.0001183424,0.0004847015,0.0003773479,0.0003184734,0.000039931,0.0002501709,0.0001054359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002601117,"about_ca_system_score_gemma":0.002088205,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02239271,"about_ca_topic_score_gemma":0.005140928,"domain_scores_codex":[0.9974414,0.001353634,0.0002670951,0.0003445075,0.0001574085,0.0004359809],"domain_scores_gemma":[0.9985582,0.0008568116,0.0001455688,0.000166676,0.0001623563,0.000110434],"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":[0.00002317911,0.0001862752,0.000362677,0.0001477923,0.0001307997,0.000006824265,0.1371223,0.00004385759,0.0001710749,0.2093156,0.6306726,0.02181707],"study_design_scores_gemma":[0.0003826623,0.00005123625,0.001250532,0.0002566996,0.000100007,0.000002997648,0.0501394,0.000276836,0.0003177981,0.00615177,0.9408111,0.0002589529],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1321286,0.1131603,0.01828919,0.2679972,0.01341202,0.002605342,0.0002220265,0.0003140891,0.4518712],"genre_scores_gemma":[0.6411837,0.003131778,0.0007181787,0.000857783,0.0006572016,0.00004848107,0.00003803551,0.00001954138,0.3533453],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5090551,"threshold_uncertainty_score":0.9948046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03435082314790858,"score_gpt":0.281169629123294,"score_spread":0.2468188059753854,"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."}}