{"id":"W4409174030","doi":"10.1177/27536386251330909","title":"Time heals all wounds: A commentary on global quality measurement in paramedicine","year":2025,"lang":"en","type":"article","venue":"Paramedicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Quality (philosophy); Medicine; Physics","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":[0.06416076,0.00173581,0.004930921,0.003781155,0.007183599,0.01040344,0.007480538,0.05520817,0.006946107],"category_scores_gemma":[0.308138,0.001738138,0.004905543,0.007173525,0.01400572,0.01393094,0.008175327,0.07997735,0.001935323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01908922,"about_ca_system_score_gemma":0.03537126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05235903,"about_ca_topic_score_gemma":0.07762017,"domain_scores_codex":[0.9309,0.03710637,0.01137119,0.004938183,0.01259642,0.003087836],"domain_scores_gemma":[0.5451699,0.387597,0.01561927,0.004761543,0.03528071,0.01157156],"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":[0.0001168323,0.00001650454,0.0003953255,0.001543136,0.0001592341,0.0001051623,0.001027263,0.00004978144,0.00003053827,0.01040891,0.9754705,0.01067674],"study_design_scores_gemma":[0.0009972716,0.0001631389,0.003416162,0.04384662,0.001002426,0.0003277161,0.006211553,0.0002696186,0.0002626014,0.03008384,0.9131556,0.0002634608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00009764663,0.01469574,0.00006917556,0.9361705,0.04842722,0.00001015132,0.00007898184,0.000003774036,0.0004468199],"genre_scores_gemma":[0.002656713,0.006398757,0.0002673374,0.9386854,0.05147885,0.0000736321,0.00003359777,0.00002568252,0.0003799385],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06416076,"threshold_uncertainty_score":0.3393186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05362712830466745,"score_gpt":0.3934071432470562,"score_spread":0.3397800149423887,"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."}}