{"id":"W4206467808","doi":"10.4000/ethiquepublique.5469","title":"Présentation","year":2021,"lang":"fr","type":"article","venue":"Éthique Publique","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":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002986767,0.0001333418,0.0001608786,0.00005744567,0.00044319,0.0001374509,0.0001737397,0.000469529,0.001482503],"category_scores_gemma":[0.003253523,0.0001674214,0.0001086977,0.0006476768,0.0008469152,0.0006515922,0.00003126776,0.0004391879,0.0001894644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002178235,"about_ca_system_score_gemma":0.002483887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006508746,"about_ca_topic_score_gemma":0.0008302709,"domain_scores_codex":[0.99657,0.002160139,0.0002894501,0.0003386172,0.0002483478,0.0003934607],"domain_scores_gemma":[0.9972935,0.001362855,0.0001383554,0.0001830849,0.000849921,0.000172248],"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":[7.439547e-7,0.0001306466,0.002887724,0.00003778129,0.00003325034,0.000003968724,0.02106751,0.000006972575,0.00006121636,0.9418712,0.0303898,0.003509145],"study_design_scores_gemma":[0.0001347923,0.00001734808,0.005563424,0.00005857622,0.00002363792,0.00001520843,0.06153973,0.00002510459,0.000213866,0.1246763,0.8075355,0.0001964897],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02382899,0.005367876,0.001824746,0.7186506,0.02411199,0.0001993099,0.0000177803,0.00009900621,0.2258997],"genre_scores_gemma":[0.6550304,0.01090454,0.02054326,0.07664394,0.0471351,0.0002193929,0.0005367228,0.00006606222,0.1889206],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8171949,"threshold_uncertainty_score":0.9994303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1294169034514749,"score_gpt":0.4394641214268201,"score_spread":0.3100472179753452,"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."}}