{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001740978,0.0002274781,0.0006749197,0.0002362166,0.00004467911,0.000006456949,0.0001910513,0.00007413878,0.0001782751],"category_scores_gemma":[0.0005051568,0.0001383131,0.0001547862,0.0008104425,0.000103348,0.0000620439,0.00006393353,0.0001864469,0.000001055153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001603156,"about_ca_system_score_gemma":0.0001698394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002932831,"about_ca_topic_score_gemma":0.0002354179,"domain_scores_codex":[0.9968952,0.0003573367,0.001427889,0.000383464,0.0006875148,0.0002486286],"domain_scores_gemma":[0.997942,0.0003859627,0.0005560577,0.00062524,0.0003826263,0.0001081215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01014907,0.002200911,0.9305286,0.000743962,0.001359582,0.000004918281,0.02841992,0.000003545921,0.002353888,0.00007201266,0.002838803,0.02132483],"study_design_scores_gemma":[0.002843334,0.005813195,0.9778123,0.0007466302,0.0004820272,4.536978e-7,0.01005235,4.904368e-7,0.0002692658,0.00004929779,0.001826132,0.0001044861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909457,0.00006418081,0.000029082,0.0005909564,0.00003950816,0.008069197,0.0001756402,0.0000137348,0.0000719906],"genre_scores_gemma":[0.9959987,0.00002223828,0.001625381,0.0001060806,0.000008041746,0.00188363,0.0000780351,0.00002368424,0.0002541578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04728378,"threshold_uncertainty_score":0.5640243,"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."}}