{"id":"W2113064020","doi":"10.1136/jcp.2008.063446","title":"Call for a European programme in external quality assurance for bone marrow immunohistochemistry; report of a European Bone Marrow Working Group pilot study","year":2009,"lang":"en","type":"article","venue":"Journal of Clinical Pathology","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital","funders":"","keywords":"Bone marrow; Immunohistochemistry; Quality assurance; Medicine; Pathology","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":[0.07781746,0.0007455219,0.0006106575,0.0009535117,0.001794977,0.002627798,0.002439068,0.004531317,0.004418919],"category_scores_gemma":[0.04666052,0.000639608,0.0008470103,0.0009921574,0.001438209,0.001801432,0.00476306,0.002410779,0.0016413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002437819,"about_ca_system_score_gemma":0.01101572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008066497,"about_ca_topic_score_gemma":0.004461764,"domain_scores_codex":[0.969718,0.0201575,0.002200701,0.001656198,0.003282965,0.002984545],"domain_scores_gemma":[0.9177307,0.02709438,0.01230156,0.008438681,0.01849818,0.01593645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0076758,0.02481094,0.7174673,0.002312901,0.000356598,0.005241554,0.02705241,0.0009085842,0.008529182,0.002354009,0.05219418,0.1510965],"study_design_scores_gemma":[0.002217538,0.01110214,0.8792845,0.001178587,0.0001890365,0.00166908,0.03827461,0.001720467,0.003286515,0.0006969101,0.0602272,0.0001533171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9410294,0.001019652,0.006937007,0.0148057,0.0004631044,0.01945825,0.003007281,0.0002637239,0.01301595],"genre_scores_gemma":[0.9317187,0.000634363,0.01662794,0.01848775,0.0001974496,0.0237959,0.004085622,0.0001088418,0.004343326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07781746,"threshold_uncertainty_score":0.411543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1392934852545166,"score_gpt":0.430831593779252,"score_spread":0.2915381085247354,"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."}}