{"id":"W7048008091","doi":"","title":"Implantation du BIM dans la gestion et la réalisation des&#13;\\nprojets d’infrastructures de transport au ministère des&#13;\\ntransports et de la mobilité durable du Québec","year":2024,"lang":"fr","type":"other","venue":"Espace École de technologie supérieure (École de technologie supérieure)","topic":"Solar and Space Plasma Dynamics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transportation infrastructure; Transition time; Ile de france; Rail transportation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.003478402,0.002491074,0.001870265,0.001474411,0.0008348906,0.0007437529,0.002322733,0.007258164,0.0004285618],"category_scores_gemma":[0.001446075,0.002625209,0.001031174,0.002260218,0.004352318,0.0006816338,0.0004395285,0.006499977,0.0002013943],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003412717,"about_ca_system_score_gemma":0.007974855,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08719635,"about_ca_topic_score_gemma":0.3027395,"domain_scores_codex":[0.9908062,0.001264278,0.001474913,0.002539919,0.0008197811,0.003094927],"domain_scores_gemma":[0.9942455,0.001747372,0.0009434963,0.002158549,0.0003407661,0.0005642851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004861689,0.001222761,0.8090151,0.001555842,0.000974873,0.003125962,0.01704264,0.08291968,0.008958653,0.0618275,0.004686666,0.008184182],"study_design_scores_gemma":[0.00551658,0.00170736,0.556124,0.004064881,0.003394058,0.005086801,0.05218389,0.04211999,0.01474159,0.09281216,0.2155515,0.006697194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7794546,0.000865609,0.1850562,0.005809224,0.0004728964,0.00242052,0.001649383,0.005337731,0.01893378],"genre_scores_gemma":[0.9706092,0.001442945,0.01275429,0.0002840868,0.0003562823,0.00150967,0.001132306,0.001062299,0.0108489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.252891,"threshold_uncertainty_score":0.9987826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005083922001858961,"score_gpt":0.2452485595182608,"score_spread":0.2401646375164018,"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."}}