{"id":"W7125599164","doi":"10.30542/jcems.2025.07.01.02","title":"Advising Resilient Healthcare Teams: An Overview of the Hiring Procedures of McMaster University’s Emergency First Response Team (EFRT)","year":2025,"lang":"","type":"article","venue":"The Journal of Collegiate Emergency Medical Services","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"McMaster University","keywords":"Health care; Rapid response team; Emergency response; MEDLINE; Resilience (materials science)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005807219,0.00081598,0.0003912087,0.003230882,0.003280985,0.003080784,0.002880771,0.00261603,0.005921148],"category_scores_gemma":[0.008095059,0.000741643,0.0006146603,0.002659335,0.001276002,0.00244565,0.003606302,0.003739072,0.00122477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01435534,"about_ca_system_score_gemma":0.03363022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06787447,"about_ca_topic_score_gemma":0.2785068,"domain_scores_codex":[0.995728,0.001341214,0.000487529,0.0003456205,0.00116837,0.0009292695],"domain_scores_gemma":[0.9898408,0.002424319,0.00107723,0.000207905,0.00289984,0.003549943],"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":[0.0001138266,0.0008948056,0.01711293,0.004120623,0.00004372535,0.001536683,0.007194493,0.00140487,0.001441179,0.002375513,0.09333667,0.8704247],"study_design_scores_gemma":[0.000101659,0.001615169,0.205113,0.02060969,0.0001036757,0.00665899,0.02791336,0.001775309,0.001782775,0.003645745,0.730256,0.0004245936],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1453993,0.4876352,0.0305275,0.2226656,0.006528222,0.004241013,0.001472665,0.0020159,0.09951452],"genre_scores_gemma":[0.3230362,0.4939004,0.08456199,0.05786766,0.004603736,0.002340803,0.001866569,0.0006593475,0.03116331],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06787447,"threshold_uncertainty_score":0.1349588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04461393396511252,"score_gpt":0.3827517254367459,"score_spread":0.3381377914716334,"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."}}