{"id":"W4389850283","doi":"10.4000/ced.4721","title":"Éditorial","year":2023,"lang":"fr","type":"article","venue":"Contextes et didactiques","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003682359,0.0001621845,0.0002138572,0.00008507935,0.0005438566,0.0001178826,0.0002543113,0.0002960354,0.0005250711],"category_scores_gemma":[0.003253688,0.000181978,0.0001289368,0.0005253929,0.001387056,0.0005154971,0.00003838957,0.0002981992,0.00142496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001069912,"about_ca_system_score_gemma":0.0004674561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001150647,"about_ca_topic_score_gemma":0.0003364485,"domain_scores_codex":[0.997351,0.001358355,0.0002619918,0.0003033701,0.000268964,0.0004563255],"domain_scores_gemma":[0.9942942,0.005019703,0.0001334415,0.0001617877,0.0002528005,0.0001380397],"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":[0.000003550765,0.00006134711,0.002202958,0.00002262012,0.00005366948,0.000001954625,0.09433652,0.000002441161,0.00005920687,0.7202135,0.1655065,0.01753567],"study_design_scores_gemma":[0.0001535504,0.00005204197,0.007340223,0.000081276,0.00002351885,7.9789e-7,0.07383639,0.00001986629,0.00004854128,0.04326105,0.8749864,0.000196423],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2317421,0.008180114,0.0002149662,0.326837,0.1561761,0.0005072069,0.00008492281,0.0009990522,0.2752585],"genre_scores_gemma":[0.8773576,0.00877161,0.0004129908,0.001480158,0.0453981,0.00006742498,0.00007681052,0.00003056053,0.06640472],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7094798,"threshold_uncertainty_score":0.9993526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3082982118642677,"score_gpt":0.529215608695223,"score_spread":0.2209173968309553,"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."}}