{"id":"W4408100548","doi":"10.2196/72092","title":"Authors’ Response to Peer Reviews of “Impact of a Point-of-Care Ultrasound Training Program on the Management of Patients With Acute Respiratory or Circulatory Failure by In-Training Emergency Department Residents (IMPULSE): Before-and-After Implementation Study”","year":2025,"lang":"en","type":"article","venue":"JMIRx Med","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Emergency department; Medicine; Training (meteorology); Medical emergency; CIRCULATORY FAILURE; Acute respiratory failure; Emergency medicine; Intensive care medicine; Nursing; Cardiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03585641,0.001267171,0.003278985,0.002450075,0.00525093,0.006835337,0.003198327,0.01965064,0.03730858],"category_scores_gemma":[0.3501129,0.001320497,0.003154663,0.001870587,0.002448711,0.002438638,0.003690168,0.01416748,0.02453116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006072354,"about_ca_system_score_gemma":0.01658794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008282342,"about_ca_topic_score_gemma":0.01121693,"domain_scores_codex":[0.9421591,0.01413298,0.01277103,0.003044591,0.02505899,0.002833316],"domain_scores_gemma":[0.636153,0.06998058,0.02254201,0.008814329,0.2527205,0.009789473],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009563487,0.00001561183,0.0002894452,0.0003961308,0.00003832791,0.00007830438,0.0001068215,0.00002005832,0.00005376005,0.0001339315,0.9954466,0.003325416],"study_design_scores_gemma":[0.0002204085,0.0000655499,0.002630774,0.001896104,0.0001178911,0.0001866221,0.0009150687,0.000278643,0.0003581303,0.0004775421,0.9927651,0.00008814169],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006143369,0.001964519,0.0003874369,0.6258085,0.3663905,0.0002630326,0.00148871,0.0002585756,0.002824366],"genre_scores_gemma":[0.01207868,0.004256824,0.002206058,0.720342,0.2164444,0.001889965,0.001408137,0.0005244586,0.04084944],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9641436,"threshold_uncertainty_score":0.1896291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03910985264526471,"score_gpt":0.4196810789956322,"score_spread":0.3805712263503674,"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."}}