{"id":"W4210935429","doi":"10.1522/rhe.v5i2.1235","title":"Pour faire face aux défis informationnels, numériques et médiatiques du 21e siècle","year":2022,"lang":"fr","type":"article","venue":"Revue hybride de l éducation","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Political science; Art; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006646171,0.0002619853,0.0002405134,0.0001357758,0.0006004543,0.001803116,0.0005664808,0.00006660683,0.0002604368],"category_scores_gemma":[0.0005538611,0.0002766579,0.0001507118,0.0005086819,0.0000537297,0.007239782,0.0004283699,0.0003457128,0.0002173064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001245788,"about_ca_system_score_gemma":0.001158207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002494888,"about_ca_topic_score_gemma":0.0002663131,"domain_scores_codex":[0.997992,0.0003596193,0.0005076595,0.0003637473,0.0003226019,0.000454399],"domain_scores_gemma":[0.9983537,0.0002167927,0.000363894,0.0004743372,0.0003490172,0.0002422743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001413021,0.0004736049,0.0006877347,0.0002499147,0.00004628552,0.00006733915,0.1520016,0.008815636,0.0004525855,0.5369357,0.2721234,0.02813198],"study_design_scores_gemma":[0.0005822044,0.0004090246,0.02676928,0.0003079104,0.00004159523,0.002776337,0.02202204,0.1743174,0.004051985,0.09438153,0.6732327,0.001107948],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4056858,0.005037664,0.1480051,0.2996577,0.005228667,0.0009917252,0.0002229289,0.0006474306,0.1345229],"genre_scores_gemma":[0.9624735,0.000449953,0.002214871,0.004847995,0.0005018864,0.00007933585,0.000190092,0.00002461578,0.02921782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5567876,"threshold_uncertainty_score":0.9999686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2142441830508239,"score_gpt":0.3370960854026062,"score_spread":0.1228519023517823,"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."}}