{"id":"W4387501474","doi":"10.1016/j.injury.2023.111111","title":"FROST 2.0: Factors Predicting Orthopaedic Trauma Volumes – A Validation Study","year":2023,"lang":"en","type":"article","venue":"Injury","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Research Canada; University of Calgary","funders":"Canadian Orthopaedic Foundation; University of Calgary","keywords":"Snow; Medicine; Orthopedic surgery; Environmental science; Meteorology; Geography; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005399159,0.00145385,0.0007218874,0.001181082,0.0007280601,0.001084608,0.001644822,0.001326801,0.003326953],"category_scores_gemma":[0.01094115,0.0006493853,0.002104312,0.0006814493,0.0009357642,0.001193341,0.001468646,0.001708728,0.001889668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008145393,"about_ca_system_score_gemma":0.00174301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01119477,"about_ca_topic_score_gemma":0.008318185,"domain_scores_codex":[0.9987506,0.000596115,0.00009578324,0.000233429,0.0001918772,0.0001322128],"domain_scores_gemma":[0.9929845,0.003218848,0.001309021,0.001003447,0.0008015144,0.0006826983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004643583,0.003438494,0.9727718,0.0001149029,0.0005398061,0.0001148701,0.0006714729,0.003135275,0.001024307,0.0001939055,0.003711152,0.009640574],"study_design_scores_gemma":[0.0006031957,0.002815912,0.9840866,0.0000365718,0.000257627,0.0003211174,0.0004140952,0.008032542,0.0008239124,0.000187728,0.00236994,0.00005071636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943686,0.00004614894,0.0007789818,0.00008500167,0.00002699155,0.0004007754,0.003663288,0.00006945518,0.0005608492],"genre_scores_gemma":[0.9780296,0.0001171254,0.003698149,0.0001327212,0.00006436819,0.001277824,0.01437523,0.0001567723,0.002148185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01119477,"threshold_uncertainty_score":0.02855378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06790203166738372,"score_gpt":0.3372940085499793,"score_spread":0.2693919768825956,"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."}}