{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001513985,0.000356204,0.001019489,0.0001848366,0.00008430267,0.000005850426,0.000162453,0.0001322132,0.0002135639],"category_scores_gemma":[0.000968324,0.0002703053,0.0001329572,0.0006912948,0.0003157535,0.00004162109,0.00008083085,0.0004400801,0.0001054821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007574304,"about_ca_system_score_gemma":0.0001445695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001005063,"about_ca_topic_score_gemma":0.0002501954,"domain_scores_codex":[0.9968885,0.0001752341,0.0009019293,0.0005190807,0.000956995,0.0005582966],"domain_scores_gemma":[0.9986885,0.0002089198,0.0001207732,0.0005567463,0.0002127903,0.0002123058],"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":[0.001773699,0.001234713,0.0561928,0.0004556476,0.0007445406,0.0002802908,0.0006302402,0.00001816756,0.0008234709,0.001067651,0.9245033,0.01227547],"study_design_scores_gemma":[0.03014,0.004758324,0.3564068,0.00986063,0.001321592,0.00006794623,0.003895266,0.0005696426,0.0009098666,0.005028838,0.5859892,0.001051931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3609466,0.01967463,0.0002700188,0.4929006,0.001988726,0.002462782,0.00007567205,0.0003097095,0.1213712],"genre_scores_gemma":[0.8650983,0.001643733,0.000130676,0.1319164,0.000428382,0.0001043655,0.0001167438,0.00001556219,0.0005458733],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5041516,"threshold_uncertainty_score":0.9999749,"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."}}