{"id":"W4410983340","doi":"10.18162/ritpu-2025-v22n1-12","title":"Apprivoiser l’IA en enseignement postsecondaire : perspectives croisées des apprenants et apprenantes et du personnel enseignant au Nouveau-Brunswick","year":2025,"lang":"fr","type":"article","venue":"Revue internationale des technologies en pédagogie universitaire","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002559272,0.0009241637,0.0008986014,0.001636301,0.001259215,0.0002046968,0.002070692,0.001085688,0.0003764241],"category_scores_gemma":[0.003781556,0.0009715787,0.0005271987,0.00124863,0.002675733,0.0007827517,0.001352155,0.00230529,0.0001460311],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003861233,"about_ca_system_score_gemma":0.001115778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003381696,"about_ca_topic_score_gemma":0.001828391,"domain_scores_codex":[0.9936398,0.002468965,0.0007736491,0.001528814,0.0004012536,0.001187491],"domain_scores_gemma":[0.9949107,0.002564169,0.0005501129,0.001020285,0.000857427,0.00009737066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002995392,0.00124544,0.03884415,0.0008066336,0.002070021,0.0004844611,0.3495078,0.0004826697,0.00162294,0.2653175,0.005011916,0.3343069],"study_design_scores_gemma":[0.002138706,0.0006751037,0.05991278,0.003973957,0.0003047337,0.0003118949,0.7547866,0.0007411693,0.001004366,0.006819178,0.1681986,0.001132923],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8479595,0.01565181,0.04779254,0.03262187,0.001761242,0.0007637794,0.0001806512,0.001553738,0.05171492],"genre_scores_gemma":[0.8178566,0.003802333,0.02564645,0.000248866,0.0001519391,0.00004255379,0.00009161446,0.00009474073,0.152065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4052788,"threshold_uncertainty_score":0.9999964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02651000386290995,"score_gpt":0.3314029029242999,"score_spread":0.3048928990613899,"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."}}