{"id":"W6987605086","doi":"","title":"Transformer les pratiques en éducation : Quelles recherches pour quels apports ?","year":2023,"lang":"fr","type":"book","venue":"DIAL (Catholic University of Leuven)","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Legal action; Social impact","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05966251,0.001501382,0.001436922,0.003829834,0.009813685,0.03318557,0.003647827,0.006874816,0.0191444],"category_scores_gemma":[0.09337204,0.0008674151,0.001204888,0.005211968,0.04117415,0.06719065,0.01353482,0.014956,0.004999196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02557093,"about_ca_system_score_gemma":0.04773769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02609131,"about_ca_topic_score_gemma":0.02234626,"domain_scores_codex":[0.9023426,0.07252029,0.00232722,0.005030345,0.0141203,0.003659305],"domain_scores_gemma":[0.9005508,0.05356271,0.00456852,0.01372721,0.02304017,0.004550524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005335787,0.00009716353,0.00103649,0.0006179086,0.0000280694,0.00009738896,0.04611909,0.000445951,0.0003107137,0.8670262,0.01534698,0.06882073],"study_design_scores_gemma":[0.00005186279,0.0001665604,0.00166029,0.003333743,0.00006616343,0.0002093698,0.1110955,0.0009450048,0.001699923,0.3588943,0.5217877,0.00008953611],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.02754449,0.04206872,0.07625443,0.5727637,0.004343097,0.0003524067,0.0002442891,0.0005417643,0.275887],"genre_scores_gemma":[0.7252055,0.04153693,0.05360891,0.03791291,0.001939434,0.0007741505,0.0003202432,0.0008990234,0.1378029],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05966251,"threshold_uncertainty_score":0.3155293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2246771810546511,"score_gpt":0.3964687819238087,"score_spread":0.1717916008691576,"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."}}