{"id":"W4388382590","doi":"10.4000/interventionseconomiques.23058","title":"Penser la trans-formation de la formation : introduire la connaissance complexe, reliante et noétique","year":2023,"lang":"fr","type":"article","venue":"Interventions économiques","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.007964805,0.0001901916,0.000245384,0.0002347218,0.0005398361,0.0002706971,0.0002800739,0.0003615443,0.0004531418],"category_scores_gemma":[0.000879492,0.0002295562,0.0003560317,0.0004155851,0.001649273,0.001741168,0.00003397047,0.0004136382,0.0002309968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003165476,"about_ca_system_score_gemma":0.0002936781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009688197,"about_ca_topic_score_gemma":0.001389623,"domain_scores_codex":[0.9942125,0.004401063,0.0006784505,0.0002511954,0.00009939599,0.0003574112],"domain_scores_gemma":[0.9961774,0.003001961,0.0003224177,0.0001748352,0.0002170607,0.0001063725],"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":[0.000008389052,0.0001621383,0.0009337507,0.0003384914,0.00006302305,0.000002351846,0.0674471,0.0001473592,0.00007048294,0.8844842,0.03629999,0.01004267],"study_design_scores_gemma":[0.000620686,0.0001154233,0.03255786,0.00183974,0.00009459408,0.00005584096,0.0694176,0.003458324,0.0002079594,0.09805121,0.7931464,0.0004344048],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.560614,0.003466682,0.06106349,0.1737476,0.003586283,0.001004838,0.0003131133,0.000875684,0.1953283],"genre_scores_gemma":[0.9827685,0.006069155,0.002418354,0.0004361799,0.0008241956,0.00020115,0.0002827731,0.00002712421,0.006972603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.786433,"threshold_uncertainty_score":0.936103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3420717594200163,"score_gpt":0.5080998233155319,"score_spread":0.1660280638955156,"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."}}