{"id":"W4393120212","doi":"10.1136/bmjopen-2023-076000","title":"Qualitative investigation of military surgical resuscitation teams: what are the drivers of success of a rapid response team?","year":2024,"lang":"en","type":"article","venue":"BMJ Open","topic":"Disaster Response and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"United States Special Operations Command; Uniformed Services University of the Health Sciences","keywords":"Thematic analysis; Medicine; Qualitative research; Function (biology); Health care; Nursing; Medical education; Medical emergency","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009272681,0.0001046297,0.0003147788,0.000188022,0.0001217367,0.00001454548,0.0004550745,0.00007767918,0.0001452367],"category_scores_gemma":[0.0007872238,0.00007148688,0.00008103376,0.0004653308,0.00025471,0.0007052682,0.0004301528,0.0001740601,0.0000295263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006825499,"about_ca_system_score_gemma":0.0005356054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007941786,"about_ca_topic_score_gemma":0.0002344351,"domain_scores_codex":[0.9924698,0.005934537,0.000800319,0.0002208864,0.0004074812,0.0001670015],"domain_scores_gemma":[0.9951175,0.003812099,0.0003634678,0.0004406496,0.0002145774,0.00005169151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.01713093,0.0001023269,0.003354478,0.004020588,0.0003016465,0.00002487502,0.8958994,0.0000591765,0.00197071,0.01233066,0.06136436,0.00344086],"study_design_scores_gemma":[0.001241303,0.0003543989,0.02186897,0.006595225,0.00006983152,6.757581e-7,0.9525681,0.0002206388,0.0005115644,0.004168896,0.01227449,0.0001258597],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821294,0.0005904973,0.00004881419,0.007159767,0.0003453399,0.005682458,0.00007201164,0.00001733895,0.003954365],"genre_scores_gemma":[0.9956123,0.0001506879,0.0002535923,0.0002767119,0.00003263112,0.0007023013,0.00003209284,0.00001537926,0.002924352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05666875,"threshold_uncertainty_score":0.3213744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.174182798010579,"score_gpt":0.5308611630128209,"score_spread":0.356678365002242,"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."}}