{"id":"W7152095906","doi":"10.18166/tuc.2026.10.1.64","title":"Recommandations pour la mise en œuvre de balados de vulgarisation scientifique selon les écrits scientifiques et l’expérience du balado Être et Liberté","year":2025,"lang":"fr","type":"article","venue":"Revue TUC","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université TÉLUQ; Université du Québec à Trois-Rivières; Université de Montréal; Université de Sherbrooke","funders":"","keywords":"Experimental science","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01028862,0.0002179671,0.0002330705,0.0002220667,0.001620773,0.0003602891,0.0005163563,0.0003968486,0.0002228775],"category_scores_gemma":[0.005193138,0.0002631024,0.0001349988,0.001069901,0.001259269,0.0006543591,0.00008385728,0.0004046626,0.00005959468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005962868,"about_ca_system_score_gemma":0.002904011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002127039,"about_ca_topic_score_gemma":0.002223548,"domain_scores_codex":[0.9941483,0.004089345,0.0004249538,0.0005755024,0.0002325241,0.0005294114],"domain_scores_gemma":[0.9947919,0.003861252,0.0002180718,0.0002809323,0.0006659693,0.0001818957],"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":[0.000003538818,0.0002877557,0.0357657,0.0002747764,0.00003645256,0.000002519159,0.2422543,0.000094174,0.0007640607,0.6879846,0.01511244,0.01741971],"study_design_scores_gemma":[0.0007104194,0.00004426252,0.1220131,0.004494563,0.000245029,0.00007688836,0.1505267,0.005923698,0.0008307986,0.108575,0.6056958,0.0008636952],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5154639,0.001394869,0.02105024,0.3400362,0.003823111,0.0005886536,0.000076158,0.000192907,0.117374],"genre_scores_gemma":[0.8730098,0.005986684,0.02620746,0.002306076,0.001090573,0.0001594931,0.0001583252,0.00002836648,0.09105322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5905834,"threshold_uncertainty_score":0.9999821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07361306150100382,"score_gpt":0.4025222358414786,"score_spread":0.3289091743404747,"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."}}