{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01390621,0.0002325557,0.001779615,0.0000983424,0.00004667845,0.00001591754,0.0002487534,0.0001220752,0.000009178992],"category_scores_gemma":[0.02805933,0.0001801864,0.0005316403,0.0001474783,0.0002031302,0.00004632693,0.00005666744,0.0007370763,0.000001818107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003740437,"about_ca_system_score_gemma":0.0001264031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005684982,"about_ca_topic_score_gemma":0.00001340154,"domain_scores_codex":[0.9932312,0.0009603186,0.004589988,0.0004138075,0.0003479543,0.0004566878],"domain_scores_gemma":[0.9940455,0.002263302,0.002536901,0.0004194548,0.0004602565,0.0002745898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03205737,0.04204047,0.7117756,0.0006362468,0.0002161695,0.05536072,0.0004088593,0.00001413455,0.0561728,0.0004974665,0.00269678,0.0981234],"study_design_scores_gemma":[0.01711901,0.03555759,0.9382019,0.000672137,0.0002333551,0.004113869,0.0001724223,0.00002129644,0.00005810918,0.001801046,0.001803524,0.0002457161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815434,0.001092769,0.01255795,0.001730427,0.0003290804,0.001085301,0.000007555488,0.00001956668,0.001634015],"genre_scores_gemma":[0.9697062,0.00008184041,0.02883076,0.0007376104,0.0004644959,0.00001481318,0.0000100346,0.00003093954,0.0001233094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2264263,"threshold_uncertainty_score":0.9801278,"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."}}