{"id":"W4400456567","doi":"10.18162/fp.2024.836","title":"Les plus-values liées à l’intégration du numérique en éducation : validation d’une définition et d’une typologie par un panel d’experts","year":2024,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Gender and Technology in Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003002872,0.0003707477,0.0002829557,0.0004363312,0.001255405,0.0003059668,0.0003015317,0.001007923,0.0004975548],"category_scores_gemma":[0.0005737641,0.0003558422,0.0001426959,0.001281264,0.0003077796,0.004144641,0.00009342334,0.0006561436,0.0004337736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001217629,"about_ca_system_score_gemma":0.0007796532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001753846,"about_ca_topic_score_gemma":0.0009223378,"domain_scores_codex":[0.9953579,0.002251071,0.0008207177,0.0005167756,0.0005798363,0.0004737513],"domain_scores_gemma":[0.9981871,0.0005795954,0.0004164426,0.0003400316,0.0003727242,0.0001041232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003668187,0.0004016054,0.0006661435,0.00051273,0.00005546369,0.000003249742,0.5603395,0.0002860604,0.002189767,0.3414289,0.01971717,0.07436278],"study_design_scores_gemma":[0.0007930662,0.000345391,0.01714986,0.001918418,0.0001660909,0.00005151018,0.5624329,0.01422889,0.01782541,0.3277562,0.05635549,0.0009767043],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6591005,0.001711422,0.03862821,0.2706707,0.01041356,0.001194594,0.00003655774,0.0009562834,0.01728813],"genre_scores_gemma":[0.9874935,0.005143397,0.001316151,0.0004343804,0.0007705311,0.0003813996,0.001981806,0.00004539721,0.002433501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3283929,"threshold_uncertainty_score":0.9998894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08135234346923767,"score_gpt":0.3867834841384894,"score_spread":0.3054311406692517,"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."}}