{"id":"W4206882804","doi":"","title":"ePortfolios, compétences et personnalisation des apprentissages","year":2006,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université TÉLUQ; Université du Québec à Montréal","funders":"","keywords":"Computer science; Psychology","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","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01752435,0.0005772588,0.0005790937,0.0002270989,0.002035563,0.001532359,0.001793307,0.0005717603,0.001934958],"category_scores_gemma":[0.004228233,0.0006778567,0.0003680512,0.001184791,0.002482642,0.001052961,0.0006709362,0.001244293,0.0004439447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004361065,"about_ca_system_score_gemma":0.001167143,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05741798,"about_ca_topic_score_gemma":0.02432857,"domain_scores_codex":[0.9678242,0.02794903,0.00098909,0.001255868,0.001236,0.000745774],"domain_scores_gemma":[0.9876702,0.004858959,0.001934852,0.001561217,0.003601474,0.000373271],"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":[0.00001135879,0.001774133,0.08245629,0.0003036028,0.0002059691,0.00001009432,0.2767984,0.0006750392,0.000345036,0.5260751,0.01118784,0.1001571],"study_design_scores_gemma":[0.0004726117,0.000001019249,0.1504112,0.003198363,0.0002607196,0.00002310441,0.00665486,0.002658084,0.00174078,0.01651606,0.8168979,0.001165261],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4572465,0.005948672,0.0732808,0.09340497,0.001702192,0.0007633868,0.00006460335,0.0004889204,0.3671],"genre_scores_gemma":[0.7181649,0.002332823,0.1009361,0.0001711713,0.0001642741,0.0001089084,0.0006860791,0.00006950033,0.1773662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8057101,"threshold_uncertainty_score":0.9995673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03423719188598787,"score_gpt":0.3076192214267163,"score_spread":0.2733820295407284,"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."}}