{"id":"W4396600728","doi":"","title":"Intelligence artificielle et leadership pédagogique : quels impacts sur le quotidien des directions d'établissements d'enseignement","year":2024,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Educational leadership; Computer science; Knowledge management; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01856113,0.0007858883,0.0005098289,0.001524966,0.002286094,0.01433215,0.001568422,0.003382341,0.01155029],"category_scores_gemma":[0.02859474,0.0002521091,0.0005779727,0.001505953,0.006543244,0.008922374,0.002608851,0.005136713,0.001390798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00376266,"about_ca_system_score_gemma":0.007238233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008533149,"about_ca_topic_score_gemma":0.009778799,"domain_scores_codex":[0.9867661,0.007564145,0.0003564951,0.0008184272,0.003823112,0.0006716544],"domain_scores_gemma":[0.9635528,0.02836555,0.000954877,0.00140146,0.004047061,0.001678323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000185365,0.0004172058,0.005420926,0.0007650134,0.00005792724,0.0001204095,0.01143846,0.004330413,0.001310782,0.5728744,0.01595148,0.3871277],"study_design_scores_gemma":[0.0001209357,0.0005182858,0.01413928,0.00189527,0.00007607378,0.0003352096,0.03176897,0.01957271,0.003465021,0.5071886,0.4207824,0.0001372544],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08286381,0.04062819,0.1095987,0.2746961,0.003729009,0.0001757208,0.00008804856,0.00046621,0.4877543],"genre_scores_gemma":[0.8796382,0.02114701,0.05115378,0.007968473,0.0009661252,0.0001912323,0.0001028046,0.0001485914,0.03868391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01856113,"threshold_uncertainty_score":0.09816176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1127433774131138,"score_gpt":0.3228833825156848,"score_spread":0.210140005102571,"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."}}