{"id":"W1936848752","doi":"10.24908/pceea.v0i0.4817","title":"LES PROJETS INTÉGRATEURS FINAUX EN GÉNIE INFORMATIQUE ET LOGICIEL: UN CONTEXTE D’APPRENTISSAGE FAVORISANT LA TRANSITION VERS LE MARCHÉ DU TRAVAIL","year":2013,"lang":"fr","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Polytechnique Montréal","keywords":"Humanities; Political science; Art","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.009986361,0.0005178267,0.0004185251,0.001613716,0.008419552,0.01378129,0.002197805,0.00251434,0.009073072],"category_scores_gemma":[0.009662616,0.000740385,0.0004798513,0.003442413,0.007647741,0.00549996,0.00586538,0.003167541,0.001659574],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02175474,"about_ca_system_score_gemma":0.03735288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.155056,"about_ca_topic_score_gemma":0.206193,"domain_scores_codex":[0.9895035,0.004179494,0.0003241586,0.001083074,0.003112562,0.00179719],"domain_scores_gemma":[0.987398,0.004243753,0.0008045369,0.001439562,0.003553551,0.002560508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004385501,0.000944037,0.03037879,0.0007828529,0.00005610268,0.003488561,0.2646026,0.003668222,0.01544256,0.314876,0.01289827,0.3524235],"study_design_scores_gemma":[0.00008702552,0.0008688957,0.04532797,0.0008025273,0.00006045884,0.001257717,0.1405312,0.004177658,0.02147503,0.03115109,0.7540963,0.0001640532],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.58569,0.004972511,0.1063832,0.02957326,0.0002696297,0.0008110291,0.0002470672,0.0009543379,0.2710989],"genre_scores_gemma":[0.8342217,0.001930372,0.05620511,0.0009035967,0.00005991992,0.0002785829,0.0002362739,0.000245559,0.1059188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9782453,"threshold_uncertainty_score":0.3083069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008475546977189984,"score_gpt":0.2452544971921046,"score_spread":0.2367789502149146,"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."}}