{"id":"W4412989198","doi":"10.7202/1118842ar","title":"Développer ses compétences avec une certification en soins d’urgence","year":2025,"lang":"fr","type":"article","venue":"Soins d’urgence La revue de l’Association des infirmières et infirmiers d’urgence du Québec","topic":"Health, Medicine and Society","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Political science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.01419308,0.001402151,0.002048779,0.000832496,0.003807988,0.0003073891,0.001870525,0.004313514,0.003333461],"category_scores_gemma":[0.01524834,0.001549218,0.0009544095,0.004741188,0.001873339,0.001884739,0.0006234971,0.006300072,0.001456654],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.009421349,"about_ca_system_score_gemma":0.02942981,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2971736,"about_ca_topic_score_gemma":0.2986582,"domain_scores_codex":[0.9806096,0.007854927,0.004045541,0.001972185,0.001605737,0.003912026],"domain_scores_gemma":[0.9771915,0.01493047,0.002614669,0.001725731,0.001984207,0.001553386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001530064,0.0008392003,0.4319348,0.00370595,0.0006922942,0.0001037072,0.1270133,0.001748487,0.0003847069,0.2710706,0.1409099,0.02144408],"study_design_scores_gemma":[0.001018213,0.000169198,0.0725454,0.003431978,0.0004649086,0.00004493195,0.03249205,0.007590821,0.0001690851,0.004542426,0.8762608,0.001270166],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4068516,0.006015874,0.01111484,0.5475213,0.008905354,0.002809742,0.0003290063,0.0007618341,0.01569051],"genre_scores_gemma":[0.9429163,0.006757137,0.002954233,0.01635115,0.001762337,0.0007509725,0.0001923411,0.0001720451,0.0281435],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.735351,"threshold_uncertainty_score":0.9998729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04302296534442995,"score_gpt":0.3738327909377318,"score_spread":0.3308098255933018,"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."}}