{"id":"W2997701774","doi":"10.52358/mm.vi2.126","title":"Impacts du numérique sur la transformation de l'enseignement et de l'apprentissage","year":2019,"lang":"fr","type":"article","venue":"Médiations et médiatisations","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002322561,0.0002771683,0.0002516159,0.0003827,0.0006174491,0.0003164897,0.0003072458,0.0005713885,0.004152598],"category_scores_gemma":[0.0008092909,0.0003372948,0.0001910423,0.001016009,0.0002405757,0.0016064,0.00002809529,0.0005723283,0.0008105405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001658766,"about_ca_system_score_gemma":0.004197383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005268367,"about_ca_topic_score_gemma":0.01258618,"domain_scores_codex":[0.9966031,0.001456461,0.0006020272,0.0003338454,0.0004078684,0.0005966668],"domain_scores_gemma":[0.9976777,0.001068177,0.0003386621,0.0003786011,0.0003014432,0.0002354079],"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":[0.000004242369,0.0005229221,0.03838436,0.00004576195,0.000074585,0.000001274429,0.09541847,0.002003974,0.0003601752,0.8332213,0.0263161,0.00364682],"study_design_scores_gemma":[0.001555702,0.0001530831,0.2499518,0.0002238105,0.0001518925,0.00003807436,0.0469909,0.008976214,0.0006119904,0.02527991,0.6653295,0.0007371814],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5594978,0.0008805257,0.04403998,0.1439541,0.001496951,0.001249344,0.0002718784,0.0003776984,0.2482316],"genre_scores_gemma":[0.9767314,0.002617774,0.00329499,0.002628669,0.0001811689,0.0002855652,0.0004607375,0.00004029715,0.01375943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8079414,"threshold_uncertainty_score":0.9999675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01634313619051066,"score_gpt":0.3077420954479573,"score_spread":0.2913989592574466,"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."}}