{"id":"W4401215892","doi":"10.17504/protocols.io.eq2lyw1jmvx9/v1","title":"DAB Immunohistochemistry (IHC) Staining for Stereological Analysis v1","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Immunohistochemistry; Staining; Chemistry; Hydrogen peroxide; Peroxidase; Molecular biology; Enzyme; Pathology; Biology; Biochemistry; Medicine","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":[0.001918274,0.001693648,0.001418155,0.003740808,0.001381351,0.001469834,0.00131444,0.00136243,0.07873294],"category_scores_gemma":[0.001074366,0.001443883,0.0011871,0.001924846,0.001061965,0.001545049,0.001233857,0.003038173,0.03581247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007832805,"about_ca_system_score_gemma":0.001049477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001079492,"about_ca_topic_score_gemma":0.002227177,"domain_scores_codex":[0.9981316,0.0001493204,0.000157512,0.0006250768,0.0006991287,0.0002373893],"domain_scores_gemma":[0.9989085,0.0001397841,0.00009790012,0.0003317071,0.0003907892,0.0001312778],"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":[0.0003695376,0.0001464286,0.001183082,0.001720478,0.0001313438,0.000787098,0.0002366268,0.0005938115,0.9005134,0.01532734,0.02945876,0.04953216],"study_design_scores_gemma":[0.0001669254,0.0005286718,0.01044382,0.000622682,0.0002816682,0.00795946,0.0002442573,0.006846848,0.4279644,0.01244232,0.5323297,0.0001692458],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05167308,0.008428498,0.7898867,0.0009949517,0.002343534,0.002274382,0.01945749,0.02498022,0.09996117],"genre_scores_gemma":[0.08251574,0.008686872,0.70307,0.0007215385,0.0006382,0.003604988,0.03436332,0.01240056,0.1539988],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.07873294,"threshold_uncertainty_score":0.2633879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0167662117260366,"score_gpt":0.3372561108447034,"score_spread":0.3204898991186668,"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."}}