{"id":"W4401276774","doi":"10.1177/22925503241268888","title":"ERASing Confounders: Measuring Differences in Post Operative Pathways","year":2024,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact; McMaster University","funders":"","keywords":"Confounding; Medicine; Environmental science; Internal medicine","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":[0.02361647,0.000989749,0.001122434,0.002048378,0.001240938,0.002451781,0.001906492,0.001543413,0.002391344],"category_scores_gemma":[0.0743488,0.0005448527,0.002302159,0.003896321,0.001196681,0.003012899,0.002208482,0.002021109,0.0003254284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00078454,"about_ca_system_score_gemma":0.003436189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008194957,"about_ca_topic_score_gemma":0.009402018,"domain_scores_codex":[0.9743361,0.01488516,0.003263586,0.003276731,0.002451779,0.001786611],"domain_scores_gemma":[0.9384035,0.03702328,0.01150241,0.009351194,0.002155195,0.001564329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003906678,0.0001312274,0.9826511,0.0001642722,0.001839822,0.00005814379,0.000403168,0.0004792786,0.0002772541,0.00135851,0.0005880325,0.01165853],"study_design_scores_gemma":[0.00005243677,0.0007180265,0.9823068,0.0001731132,0.002007857,0.0002775477,0.0009738803,0.002735429,0.001413504,0.005501897,0.003776749,0.0000627975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9437993,0.003821685,0.04064687,0.002512828,0.0005278668,0.0003581171,0.003988627,0.0001336937,0.004210984],"genre_scores_gemma":[0.9859717,0.0004106761,0.01117767,0.0003794754,0.0001307416,0.0002327168,0.001039648,0.00004106239,0.0006163069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02361647,"threshold_uncertainty_score":0.1248974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07195557391575151,"score_gpt":0.2724803532664211,"score_spread":0.2005247793506695,"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."}}