{"id":"W2064616188","doi":"10.1002/ajh.23124","title":"Approaches to investigating common bleeding disorders: An evaluation of North American coagulation laboratory practices","year":2012,"lang":"en","type":"article","venue":"American Journal of Hematology","topic":"Platelet Disorders and Treatments","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Regional Laboratory Medicine Program","funders":"","keywords":"Von Willebrand disease; Medicine; Platelet disorder; Coagulation testing; Von Willebrand factor; Coagulation Disorder; Partial thromboplastin time; Coagulation; Intensive care medicine; Prothrombin time; Platelet; 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":[0.01547036,0.0002062605,0.0003319274,0.003674218,0.0009271721,0.001397111,0.0008965292,0.0005589054,0.0008428431],"category_scores_gemma":[0.03280488,0.0002659657,0.0005240948,0.004554462,0.0008087985,0.002084974,0.001963064,0.0005945454,0.000156762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001728128,"about_ca_system_score_gemma":0.003722421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01067782,"about_ca_topic_score_gemma":0.01907358,"domain_scores_codex":[0.9841467,0.006320666,0.003305441,0.001107217,0.004508373,0.0006115267],"domain_scores_gemma":[0.9329828,0.01499862,0.02939334,0.001950369,0.01774278,0.002932053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004293232,0.0000520737,0.9812773,0.0001214079,0.00005421396,0.00006635323,0.002305649,0.00009267934,0.0001863138,0.0001128814,0.0007045142,0.01498371],"study_design_scores_gemma":[0.000009437459,0.0001879648,0.9873708,0.000224547,0.00004574148,0.0004806838,0.007158201,0.0007905876,0.0001640837,0.000148452,0.003400434,0.00001904052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856711,0.003394598,0.001844681,0.003191456,0.00004989538,0.0001847729,0.0004895081,0.00005561881,0.00511839],"genre_scores_gemma":[0.9924759,0.001816711,0.003759149,0.001065429,0.00004589203,0.0001410079,0.000407604,0.00001193356,0.0002763703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01547036,"threshold_uncertainty_score":0.08181614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1283962994660094,"score_gpt":0.3634657347021734,"score_spread":0.235069435236164,"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."}}