{"id":"W4241355671","doi":"10.4000/ries.9897","title":"La recherche en éducation","year":2020,"lang":"fr","type":"paratext","venue":"Revue internationale d éducation de Sèvres","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002560137,0.0005241742,0.000460489,0.0002771107,0.0001832692,0.001415499,0.002175125,0.001179973,0.004390439],"category_scores_gemma":[0.009165713,0.0006495095,0.0004216118,0.0008734034,0.0001849653,0.001281201,0.0003176959,0.001871061,0.01963769],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00607852,"about_ca_system_score_gemma":0.007630683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002954908,"about_ca_topic_score_gemma":0.00009643297,"domain_scores_codex":[0.9942078,0.002750461,0.0009156227,0.001082687,0.0005709074,0.0004725173],"domain_scores_gemma":[0.9908782,0.006187696,0.0007286358,0.0007780222,0.00100786,0.0004195421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008778749,0.0006015411,0.0001793614,0.000449225,0.0002320567,0.000006259047,0.09239785,0.0003380318,0.00008755043,0.2086998,0.6322362,0.06476336],"study_design_scores_gemma":[0.0002339925,0.00005530078,0.003727797,0.0005876377,0.00005245141,0.0001687786,0.002817254,0.01238362,0.0002310824,0.01302498,0.9661114,0.0006056846],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004367305,0.003056702,0.07683552,0.1303361,0.01623118,0.0006688479,0.0001634463,0.0002064687,0.7681344],"genre_scores_gemma":[0.0596966,0.003913912,0.03417337,0.004973614,0.004200155,0.000363447,0.001162569,0.0001023655,0.891414],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3338752,"threshold_uncertainty_score":0.9996212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4318404227428266,"score_gpt":0.44313998783273,"score_spread":0.01129956508990337,"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."}}