{"id":"W4220731371","doi":"10.4000/ree.10451","title":"Dispositifs et activité en éducation, formation, orientation","year":2022,"lang":"fr","type":"paratext","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.02037993,0.0006455918,0.0006008744,0.0004683926,0.001930208,0.0002716318,0.0008741636,0.00123117,0.007901619],"category_scores_gemma":[0.007951961,0.0007950566,0.000305163,0.001665125,0.0006859683,0.002109603,0.0001128662,0.001863507,0.003336356],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0143859,"about_ca_system_score_gemma":0.008863207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003470932,"about_ca_topic_score_gemma":0.0008250328,"domain_scores_codex":[0.9742368,0.02180251,0.001164488,0.001049869,0.0009769371,0.0007693874],"domain_scores_gemma":[0.9810801,0.01585726,0.001262916,0.0006425329,0.0008935638,0.0002636934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001360149,0.0006709457,0.0004650257,0.0002780194,0.0001527994,2.429583e-7,0.7607636,0.0002617719,0.0002041466,0.1212123,0.1063024,0.009675078],"study_design_scores_gemma":[0.000298592,0.0001049542,0.010931,0.0001623908,0.0002049533,0.00001311661,0.3770643,0.0001275522,0.0001653806,0.008417125,0.6017361,0.0007744738],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1999462,0.002746771,0.01407082,0.189796,0.06474851,0.003912251,0.0004504212,0.0004081423,0.5239209],"genre_scores_gemma":[0.5480574,0.01460686,0.009670865,0.002211298,0.01386336,0.00276638,0.01938808,0.0002159898,0.3892198],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4954337,"threshold_uncertainty_score":0.99945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4256204447613691,"score_gpt":0.5331449948528459,"score_spread":0.1075245500914768,"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."}}