{"id":"W4408796103","doi":"10.1016/j.labinv.2024.104029","title":"1783 Amber™ Preserves Histology, Immunostaining, and Nucleic Acid Yield Up To 7 Days","year":2025,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network; University of Toronto","funders":"","keywords":"Histology; Immunostaining; Nucleic acid; Pathology; Biology; Immunohistochemistry; Medicine; Biochemistry","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":[0.000313418,0.0005387956,0.0003938877,0.0003615115,0.0003901827,0.0004620408,0.0004028971,0.0004557341,0.01078214],"category_scores_gemma":[0.0003015159,0.0003974995,0.000385151,0.0003447431,0.0004136378,0.0003559356,0.0003634492,0.0007782865,0.006326436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004388462,"about_ca_system_score_gemma":0.000723759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002372214,"about_ca_topic_score_gemma":0.005009597,"domain_scores_codex":[0.999725,0.00001835593,0.00002016316,0.00006574607,0.0001182852,0.00005241009],"domain_scores_gemma":[0.9995686,0.00005450484,0.00005286196,0.00009985689,0.000146766,0.00007729372],"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":[0.0001494941,0.0000378803,0.0004941169,0.00003490413,0.000009685365,0.0001294873,0.000043553,0.00004101079,0.9916614,0.0003103258,0.000307133,0.006780961],"study_design_scores_gemma":[0.00001253796,0.0003287633,0.01658898,0.00004205225,0.00007054001,0.001009528,0.0001461551,0.0004121048,0.9368933,0.0003432887,0.04413629,0.00001647143],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8333325,0.00542605,0.042178,0.0007627498,0.0007991255,0.0001750978,0.002725369,0.001568294,0.1130328],"genre_scores_gemma":[0.7809659,0.004022152,0.03732814,0.0005530295,0.0001457736,0.0002226594,0.008252172,0.001217284,0.1672929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01078214,"threshold_uncertainty_score":0.03606981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008382616326254363,"score_gpt":0.2121094854822269,"score_spread":0.2037268691559725,"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."}}