{"id":"W2997159531","doi":"10.1080/08880018.2019.1695030","title":"Development of a perioperative venous thromboembolism prophylaxis algorithm for pediatric orthopedic surgical patients","year":2019,"lang":"en","type":"article","venue":"Pediatric Hematology and Oncology","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre","funders":"","keywords":"Medicine; Orthopedic surgery; Perioperative; Venous thromboembolism; Orthopedic Procedures; Intensive care medicine; Surgery; Thrombosis","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":[],"consensus_categories":[],"category_scores_codex":[0.0004179682,0.000276417,0.001552931,0.0003236036,0.000155116,0.000007227276,0.0001155882,0.000408551,0.0001896028],"category_scores_gemma":[0.00008344628,0.000228918,0.0001299445,0.0002927551,0.0001004505,0.00006702707,0.0001557884,0.0002468163,0.00006750629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009968449,"about_ca_system_score_gemma":0.0006682787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008533896,"about_ca_topic_score_gemma":0.00001119887,"domain_scores_codex":[0.9978544,0.00009186906,0.0007607086,0.0005464487,0.0002319416,0.0005146784],"domain_scores_gemma":[0.9986702,0.0003169907,0.0003039895,0.0002247629,0.0002839338,0.0002000788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004340385,0.009841218,0.7525877,0.003079268,0.000526201,0.000176972,0.006878868,0.000002715519,0.00001879149,0.005518862,0.001488901,0.2194465],"study_design_scores_gemma":[0.02953153,0.02136152,0.7804462,0.00006289857,0.002685674,0.0005060379,0.001504615,0.0004336065,0.0003650647,0.0002542427,0.1615665,0.00128209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930841,0.001762445,0.0003840103,0.0001478505,0.0006296693,0.002186832,0.00001904705,0.00004300715,0.001743001],"genre_scores_gemma":[0.9697688,0.00175166,0.02685561,0.0002605966,0.0005053296,0.000434076,0.00009578178,0.00004426151,0.0002838817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2181644,"threshold_uncertainty_score":0.9335006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01200766325763812,"score_gpt":0.285562571189239,"score_spread":0.2735549079316009,"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."}}