{"id":"W1992174650","doi":"10.1097/01.mp.0000039571.02827.ce","title":"Tissue Microarrays Are an Effective Quality Assurance Tool for Diagnostic Immunohistochemistry","year":2002,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":151,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Vancouver General Hospital","funders":"","keywords":"Immunohistochemistry; Tissue microarray; Staining; Pathology; Immunostaining; Antigen; Antigen retrieval; Placental alkaline phosphatase; Biology; Alkaline phosphatase; Medicine; Immunology","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":[0.0003161235,0.0002016787,0.0004700836,0.00004738415,0.0001538151,0.00001319878,0.0001567475,0.0002009804,0.0002392033],"category_scores_gemma":[0.001070482,0.0001775422,0.0001224684,0.0000660623,0.0002114499,0.00005592628,0.00005198306,0.0002861936,0.0001136978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005569825,"about_ca_system_score_gemma":0.00002102381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003748247,"about_ca_topic_score_gemma":0.00001136742,"domain_scores_codex":[0.9984257,0.0001517639,0.0002837338,0.0004933739,0.0001937779,0.000451686],"domain_scores_gemma":[0.9981842,0.0009625346,0.00009576492,0.0004447736,0.0001762522,0.0001364666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005892777,0.0005637297,0.02609454,0.0006243883,0.00006254714,0.0005173893,0.0007734695,0.00001238004,0.8932806,0.0001323303,0.002476216,0.07487315],"study_design_scores_gemma":[0.005995079,0.002760466,0.6637428,0.0002817358,0.0001742314,0.001912166,0.0001222939,0.003238189,0.2915846,0.00276878,0.02639997,0.001019691],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854337,0.0032577,0.007065191,0.001412637,0.0001394802,0.0009158736,0.000192227,0.00006462628,0.001518572],"genre_scores_gemma":[0.9907812,0.0001393828,0.001807324,0.000588765,0.000284772,0.0004108303,0.0001008869,0.00003103348,0.005855783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6376482,"threshold_uncertainty_score":0.7239959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0344676654126569,"score_gpt":0.3582356677753488,"score_spread":0.3237680023626919,"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."}}