{"id":"W2524199030","doi":"10.1016/j.jasc.2016.07.150","title":"Distinguishing Pre-analytical From Analytical Error in Immunohistochemistry (IHC) for Estrogen Receptor (ER), Progesterone Receptor (PR), and Mammoglobin: A Multi-laboratory Pilot Study Using American Type Culture Collection Cell Lines","year":2016,"lang":"en","type":"article","venue":"Journal of the American Society of Cytopathology","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Calgary Laboratory Services","funders":"","keywords":"Progesterone receptor; Medicine; Immunohistochemistry; Estrogen receptor; Estrogen; Receptor; Cell culture; Internal medicine; Biology; Genetics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03226442,0.001017134,0.0007628872,0.001533231,0.001818681,0.001384381,0.001346883,0.001465954,0.001277919],"category_scores_gemma":[0.05969353,0.001043526,0.001233272,0.00145269,0.002707005,0.001195822,0.001480409,0.001106236,0.0005380841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001196738,"about_ca_system_score_gemma":0.001078564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002958014,"about_ca_topic_score_gemma":0.006206855,"domain_scores_codex":[0.9579885,0.01724744,0.006119518,0.006005833,0.01165351,0.0009852478],"domain_scores_gemma":[0.8739539,0.07300159,0.01276787,0.01730119,0.02214942,0.0008260122],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005871079,0.00533452,0.4255185,0.0007622528,0.0009807505,0.001394204,0.006108759,0.002825187,0.4951074,0.001265374,0.001178332,0.05365365],"study_design_scores_gemma":[0.0002922283,0.01852302,0.313733,0.00009474814,0.001814114,0.003875831,0.001499527,0.008986047,0.6425905,0.0008158988,0.007572392,0.0002027688],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9399677,0.0009088127,0.05518164,0.0001585647,0.0002882968,0.001393668,0.0002844214,0.0002066616,0.001610212],"genre_scores_gemma":[0.9367405,0.0005715602,0.05770769,0.0004488177,0.0001258955,0.001035339,0.001332926,0.0003256484,0.00171172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9677356,"threshold_uncertainty_score":0.1706327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02589934806928158,"score_gpt":0.3309707988576336,"score_spread":0.305071450788352,"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."}}