{"id":"W4255286769","doi":"10.4000/ree.3748","title":"Édito","year":2007,"lang":"fr","type":"article","venue":"Recherches en éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","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":[],"consensus_categories":[],"category_scores_codex":[0.02421241,0.000151615,0.0001494623,0.0001014403,0.0004143885,0.00004142319,0.0002484757,0.0006167318,0.0004347437],"category_scores_gemma":[0.005652393,0.0001830564,0.00009102807,0.0006290554,0.0008083402,0.0003443663,0.00001619713,0.0004560685,0.0006243082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002009734,"about_ca_system_score_gemma":0.001404143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001700584,"about_ca_topic_score_gemma":0.0005983318,"domain_scores_codex":[0.996213,0.00237595,0.0003542466,0.000313163,0.0002624472,0.000481195],"domain_scores_gemma":[0.9912347,0.007959428,0.0001681974,0.0001998074,0.0002708062,0.0001671207],"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":[0.00000299243,0.00027386,0.003400028,0.00004784137,0.0000414629,3.286521e-7,0.4031532,0.00000359318,0.000210187,0.4736854,0.01574568,0.1034354],"study_design_scores_gemma":[0.0001148037,0.000036749,0.04180162,0.00007576255,0.00004650148,0.000003781291,0.274399,0.00001223738,0.0002469444,0.03987132,0.6431315,0.0002597765],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2851174,0.005939441,0.007457032,0.1731731,0.03586459,0.0004527025,0.000007224098,0.0001584374,0.4918301],"genre_scores_gemma":[0.8054599,0.003086207,0.02361328,0.000839749,0.02472039,0.00003010165,0.00007619085,0.00003293223,0.1421412],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6273858,"threshold_uncertainty_score":0.8391587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6358199051445173,"score_gpt":0.580939101787922,"score_spread":0.05488080335659529,"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."}}