{"id":"W2905134329","doi":"10.52358/mm.v1i1.57","title":"Étude exploratoire de l’utilisation des TICE en soutien aux pédagogies actives en contexte d’enseignement universitaire","year":2018,"lang":"fr","type":"article","venue":"Médiations et médiatisations","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Political science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002276598,0.0003397664,0.000305079,0.0002560413,0.00349873,0.0002756649,0.0004581212,0.0003475224,0.001910528],"category_scores_gemma":[0.002320381,0.0004129051,0.0001845393,0.001221705,0.001700177,0.002094979,0.000130595,0.0003445527,0.0004413943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001848822,"about_ca_system_score_gemma":0.003463301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003738373,"about_ca_topic_score_gemma":0.008166651,"domain_scores_codex":[0.9947545,0.002920927,0.0005165522,0.0005157327,0.0005857789,0.0007065334],"domain_scores_gemma":[0.9956632,0.002347759,0.0003524216,0.0004090276,0.0009021797,0.0003253827],"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":[0.00001661818,0.0004747027,0.006300698,0.00004117172,0.0001661163,0.000001575755,0.3770581,0.0005519566,0.0003465792,0.5090849,0.008153315,0.09780431],"study_design_scores_gemma":[0.0008053854,0.0003707628,0.2661066,0.0001939372,0.0004366023,0.00000555416,0.2839098,0.001768816,0.0004160696,0.04812758,0.3971236,0.0007352931],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.688711,0.004857866,0.09405845,0.07855137,0.003397056,0.001623178,0.0007209411,0.0004200022,0.1276601],"genre_scores_gemma":[0.9105766,0.002991531,0.04540554,0.001185787,0.001536165,0.0001964196,0.0001634503,0.00005089025,0.03789367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4609573,"threshold_uncertainty_score":0.9998323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08147036250885366,"score_gpt":0.3810966410256842,"score_spread":0.2996262785168305,"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."}}