{"id":"W2990652949","doi":"10.1111/hae.13882","title":"Clinical application of Web Accessible Population Pharmacokinetic Service—Hemophilia (WAPPS‐Hemo): Patterns of blood sampling and patient characteristics among clinician users","year":2019,"lang":"en","type":"article","venue":"Haemophilia","topic":"Hemophilia Treatment and Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University; University of Waterloo","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Haemophilia; Blood sampling; Population; Haemophilia A; Cohort; Sampling (signal processing); Pediatrics; Emergency medicine; Internal medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004416879,0.000270724,0.0008474553,0.0002413937,0.00005523268,0.00001720584,0.0001801398,0.0002601464,0.0001439211],"category_scores_gemma":[0.000090543,0.0002339064,0.0001816776,0.0003689193,0.0001027684,0.0001493899,0.0001564607,0.000349395,0.00003463763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003395169,"about_ca_system_score_gemma":0.00008856415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001882179,"about_ca_topic_score_gemma":0.00002565126,"domain_scores_codex":[0.9971259,0.0001062096,0.001314967,0.0005548305,0.0005484805,0.0003496543],"domain_scores_gemma":[0.9979404,0.000220984,0.0006123832,0.0006234047,0.0003451276,0.0002577416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002911532,0.0006207741,0.9418502,0.0009965927,0.0001809231,0.000007546732,0.0001520989,0.000007060615,0.01652659,0.0000272001,0.00001117045,0.03932863],"study_design_scores_gemma":[0.003250857,0.0006174706,0.9838366,0.0004836846,0.0004467234,0.00001125221,0.00009115448,0.004423201,0.006369464,0.00007408379,0.0001979352,0.0001975928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973137,0.0001278676,0.00002144974,0.0004047233,0.0002508573,0.001482873,0.00009774618,0.00004548943,0.000255291],"genre_scores_gemma":[0.9982378,0.0004124619,0.0004364401,0.0001935889,0.0001773422,0.00003358971,0.0003167194,0.00004921306,0.0001428376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04198632,"threshold_uncertainty_score":0.9538425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04148661775293948,"score_gpt":0.3659734310599443,"score_spread":0.3244868133070049,"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."}}