{"id":"W4412870754","doi":"10.24908/pceea.2025.19593","title":"Enquête sur les facteurs qui motivent les étudiants à participer aux compétitions d'ingénierie | Survey on Motivational Factors Driving Student Participation in Engineering Competitions","year":2025,"lang":"fr","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Humanities; Psychology; Art","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"],"consensus_categories":[],"category_scores_codex":[0.0007768091,0.0004674073,0.0004597769,0.0010721,0.0003482641,0.0002038269,0.000427117,0.0004688429,0.0001276769],"category_scores_gemma":[0.003447926,0.0005276661,0.0001740989,0.001847997,0.00006485476,0.0004388726,0.00005745072,0.0008464736,0.00001345796],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006311883,"about_ca_system_score_gemma":0.000979219,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03463564,"about_ca_topic_score_gemma":0.0479989,"domain_scores_codex":[0.9972619,0.00004615162,0.0008849869,0.0004186665,0.0005876323,0.0008006975],"domain_scores_gemma":[0.9977033,0.0005861899,0.0002895002,0.0001981378,0.0008472841,0.0003756427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002595505,0.000513354,0.8527508,0.0009512309,0.0002459576,1.857779e-7,0.001534661,0.1167662,0.001038429,0.01833542,0.00733201,0.0005291823],"study_design_scores_gemma":[0.0003056862,0.00002309588,0.9713648,0.002073416,0.00008469406,4.693521e-7,0.0005513137,0.01894738,0.0008959568,0.00008116354,0.005270351,0.0004016712],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830657,0.0005409776,0.0005228799,0.008011903,0.006185209,0.0006638404,0.0002962592,0.0001574667,0.000555828],"genre_scores_gemma":[0.9974204,0.0001065324,0.0003559255,0.00006088484,0.0002265887,0.0002119344,0.0002005647,0.00007422043,0.001342898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.118614,"threshold_uncertainty_score":0.9997175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0198704405307291,"score_gpt":0.2601069264683856,"score_spread":0.2402364859376565,"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."}}