{"id":"W7077172511","doi":"","title":"L'IA dans la planification de l'enseignement : Défis et opportunités en lien avec l'inclusion et la diversité des élèves","year":2024,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Context (archaeology); Government (linguistics); Set (abstract data type); Relation (database); Identity (music)","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":[0.01544031,0.001003984,0.000670052,0.002795894,0.004618207,0.02193236,0.00229726,0.002792935,0.01189198],"category_scores_gemma":[0.02211211,0.0008746505,0.001025244,0.003857201,0.006438544,0.009716897,0.00935433,0.004192355,0.003512637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009574735,"about_ca_system_score_gemma":0.01883677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07235978,"about_ca_topic_score_gemma":0.05873982,"domain_scores_codex":[0.9889548,0.004852567,0.0009500453,0.001188092,0.00266088,0.001393694],"domain_scores_gemma":[0.9864423,0.004098349,0.001425846,0.001631698,0.004627435,0.001774445],"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":[0.0002081713,0.0001622405,0.02166996,0.00067063,0.00005930376,0.0005435235,0.02396461,0.02922451,0.003155177,0.5420721,0.01952924,0.3587405],"study_design_scores_gemma":[0.00003386046,0.0002635983,0.01293902,0.002445745,0.0001358951,0.000759603,0.03906326,0.06208317,0.004635617,0.1748851,0.7026222,0.0001329793],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07431243,0.004703504,0.5075021,0.06739348,0.001215842,0.0004092626,0.0005497695,0.002019673,0.3418939],"genre_scores_gemma":[0.6924294,0.003968759,0.2217368,0.001879935,0.0003043422,0.0003998083,0.0004463513,0.0005605196,0.07827402],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07235978,"threshold_uncertainty_score":0.1438772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01734720542775672,"score_gpt":0.2455159061145252,"score_spread":0.2281687006867685,"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."}}