{"id":"W4410005958","doi":"10.1186/s13049-025-01398-z","title":"Benefits of targeted deployment of physician-led interprofessional pre-hospital teams on the care of critically ill and injured patients: the ‘science’ explained","year":2025,"lang":"en","type":"letter","venue":"Scandinavian Journal of Trauma Resuscitation and Emergency Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Medicine; Critically ill; Software deployment; Intensive care medicine; Medical emergency; Emergency medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.005372844,0.0003779817,0.0004460861,0.0004602221,0.005165013,0.003788244,0.001180886,0.04831019,0.009087471],"category_scores_gemma":[0.02908586,0.0004406401,0.00081242,0.0004709761,0.002340469,0.002611608,0.00196068,0.02021144,0.002816937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005649862,"about_ca_system_score_gemma":0.01373238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03076385,"about_ca_topic_score_gemma":0.07415411,"domain_scores_codex":[0.9953681,0.001586682,0.0004113353,0.0004099977,0.001100617,0.001123188],"domain_scores_gemma":[0.9731106,0.01589959,0.00125765,0.0004869516,0.004027743,0.005217544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002585361,0.0002102636,0.005966858,0.00008474498,0.00004142962,0.003072337,0.0007620712,0.0002756063,0.0006703558,0.007973794,0.9579305,0.02275356],"study_design_scores_gemma":[0.0005472625,0.0004748124,0.02077952,0.0009291501,0.000106152,0.001998887,0.007033705,0.001680072,0.0009473956,0.01468189,0.9506409,0.0001802028],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001877365,0.00027837,0.00008784305,0.9872206,0.004820282,0.00001470356,0.00002987718,0.00001283784,0.005658184],"genre_scores_gemma":[0.01302521,0.0003098793,0.0002064116,0.9729666,0.006605948,0.00003456675,0.00001598414,0.00001220524,0.006823233],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04831019,"threshold_uncertainty_score":0.06116962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1302234803952185,"score_gpt":0.4485356478280977,"score_spread":0.3183121674328792,"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."}}