{"id":"W7125114485","doi":"10.7202/1122505ar","title":"Donner une voix à la gestion des urgences : le rôle de l’AGIUQ dans un réseau en transformation","year":2025,"lang":"fr","type":"article","venue":"Soins d’urgence La revue de l’Association des infirmières et infirmiers d’urgence du Québec","topic":"Emergency Medicine Education and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association des Médecins d'Urgence du Québec","funders":"","keywords":"Context (archaeology); Rail traffic; Leech","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009596054,0.0008916895,0.001068335,0.001026286,0.001481885,0.0002529734,0.0009791788,0.001494436,0.002513134],"category_scores_gemma":[0.009471249,0.000953535,0.0006826189,0.003757174,0.00187571,0.001611685,0.0001804581,0.00227019,0.00031698],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006941453,"about_ca_system_score_gemma":0.0144226,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.465599,"about_ca_topic_score_gemma":0.3022773,"domain_scores_codex":[0.9900219,0.003210029,0.002037652,0.001033285,0.001260045,0.002437051],"domain_scores_gemma":[0.9917159,0.00420745,0.0007827744,0.0008552377,0.001215385,0.001223268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002551636,0.001465438,0.2537212,0.00256384,0.0009075602,0.0001256324,0.07463056,0.006224622,0.004481187,0.5985885,0.02289431,0.03414205],"study_design_scores_gemma":[0.0017377,0.0002763801,0.09109674,0.003569398,0.0007480048,0.0002911002,0.03126671,0.01265815,0.004714244,0.007690655,0.844961,0.0009899063],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2943378,0.008864465,0.01869102,0.636235,0.004855209,0.001557863,0.000115337,0.0004327275,0.03491053],"genre_scores_gemma":[0.9678704,0.005638431,0.001203061,0.0009837641,0.001240073,0.0004572461,0.0001508966,0.000112795,0.0223434],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8220667,"threshold_uncertainty_score":0.999818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02014252277756026,"score_gpt":0.3187419130733604,"score_spread":0.2985993902958001,"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."}}