{"id":"W7106661480","doi":"10.5281/zenodo.17706849","title":"Exploiter le potentiel du numérique pour apprendre : enjeux pour le développement professionnel des personnes enseignantes. Quoi, pourquoi et comment","year":2024,"lang":"fr","type":"book-chapter","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Context (archaeology); German; Corporate governance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01061674,0.0009907541,0.0008991935,0.0003643614,0.00253499,0.000811708,0.001825076,0.0007220817,0.001792646],"category_scores_gemma":[0.001718806,0.001013971,0.0007833632,0.0004947032,0.001431005,0.0005998512,0.001132262,0.001295174,0.0005234061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006125729,"about_ca_system_score_gemma":0.003215887,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006687991,"about_ca_topic_score_gemma":0.005268759,"domain_scores_codex":[0.9878691,0.007109412,0.001254331,0.001560372,0.001144791,0.001061985],"domain_scores_gemma":[0.9894336,0.003945424,0.000906094,0.001574014,0.003489955,0.0006508725],"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":[0.00001915667,0.00136007,0.0004368682,0.0003893213,0.0002585755,0.00002138623,0.104141,0.00001422653,0.00149993,0.8491684,0.01569229,0.02699883],"study_design_scores_gemma":[0.001550307,0.000005258349,0.001516549,0.01316971,0.0002143726,0.00007239839,0.07767249,0.002103566,0.009237183,0.2398228,0.6526412,0.001994144],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01350746,0.008996935,0.05772784,0.4794036,0.001566235,0.001303013,0.0002067905,0.0003392086,0.4369489],"genre_scores_gemma":[0.2190796,0.007116396,0.147811,0.001781281,0.000414067,0.0003001613,0.0006157613,0.0002342514,0.6226475],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6369489,"threshold_uncertainty_score":0.9999266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09939433321145819,"score_gpt":0.3100887003379519,"score_spread":0.2106943671264937,"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."}}