{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001212553,0.0005793693,0.0002593016,0.001463941,0.00340529,0.005751309,0.0008421182,0.001440398,0.01218918],"category_scores_gemma":[0.001899855,0.0002655914,0.0004045694,0.001287041,0.01035846,0.004672741,0.002610624,0.002678564,0.003042571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007144467,"about_ca_system_score_gemma":0.006211015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0255478,"about_ca_topic_score_gemma":0.05738797,"domain_scores_codex":[0.9989859,0.0004470679,0.00002199224,0.0001306175,0.00032065,0.00009360933],"domain_scores_gemma":[0.9992334,0.0004170144,0.00004039369,0.00007376299,0.0001258761,0.0001095937],"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":[0.00002632169,0.00003172138,0.0005950843,0.0002798759,0.000007477003,0.0002439865,0.05609118,0.0002750505,0.001121082,0.7795714,0.04258038,0.1191764],"study_design_scores_gemma":[0.000004406536,0.00002338639,0.001362591,0.0003665815,0.000006416133,0.0003879905,0.006952858,0.0003331148,0.0004571344,0.04725314,0.942836,0.00001629847],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.008642362,0.01834459,0.0213548,0.008750158,0.0007282128,0.00005659831,0.00004310979,0.0001918231,0.9418883],"genre_scores_gemma":[0.188655,0.01859281,0.02561692,0.001888998,0.0004510113,0.0001830777,0.00007205021,0.0003233818,0.7642166],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0255478,"threshold_uncertainty_score":0.05183697,"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."}}