{"id":"W2095849814","doi":"10.3109/10520290903048400","title":"Hematoxylin shortages: their causes and duration, and other dyes that can replace hemalum in routine hematoxylin and eosin staining","year":2010,"lang":"en","type":"article","venue":"Biotechnic & Histochemistry","topic":"Biological Stains and Phytochemicals","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"H&E stain; Mordant; Staining; Chemistry; Cyanine; Nuclear chemistry; Pathology; Organic chemistry; Medicine; Fluorescence","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":[0.0004289409,0.0002981831,0.0004760331,0.00005132067,0.0001027932,0.0000351415,0.00008711359,0.0005675165,0.00008435173],"category_scores_gemma":[0.0003475556,0.0002299761,0.00004359206,0.0001343997,0.0004393534,0.00003737309,0.0001199246,0.0006323335,4.494215e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006366782,"about_ca_system_score_gemma":0.00006601499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001340575,"about_ca_topic_score_gemma":0.0001112374,"domain_scores_codex":[0.9985049,0.000019312,0.0004237568,0.0005877388,0.0001428382,0.00032142],"domain_scores_gemma":[0.9990576,0.0001240761,0.0001570246,0.0003964182,0.00004235829,0.0002225138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001019184,0.00007625178,0.04417024,0.0002854985,0.00001895047,0.00002326886,0.0002628755,4.032964e-8,0.9536389,0.000267906,0.0003676897,0.0007864389],"study_design_scores_gemma":[0.001398062,0.0001441443,0.01095603,0.0004127778,0.00004475181,0.0006695291,0.0009012084,0.00009311226,0.9736079,0.0006268407,0.01064188,0.0005037978],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993953,0.003002398,0.00006178694,0.001671791,0.00002548844,0.0003988911,0.00004119079,0.0001119405,0.0007335371],"genre_scores_gemma":[0.9974144,0.0002204401,0.001308505,0.000520985,0.0000892044,0.00005132569,0.0000275362,0.00002844328,0.0003391384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03321422,"threshold_uncertainty_score":0.9378151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01976269220439726,"score_gpt":0.2636958826261533,"score_spread":0.2439331904217561,"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."}}