{"id":"W4409181656","doi":"10.1002/brb3.70308","title":"Multiplex Immunofluorescent Batch Labeling of Marmoset Brain Sections","year":2025,"lang":"en","type":"article","venue":"Brain and Behavior","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McGill University; Montreal Neurological Institute and Hospital","funders":"Fonds de Recherche du Québec - Santé; Multiple Sclerosis Society","keywords":"Marmoset; Callithrix; Biology; Immunolabeling; Neuroscience; Myelin; Multiplex; Computational biology; Immunohistochemistry; Bioinformatics; Central nervous system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001953462,0.001164493,0.0004821492,0.0009781198,0.0006701244,0.0006927546,0.001066181,0.0007185497,0.002592476],"category_scores_gemma":[0.0008668611,0.0007828231,0.0006364165,0.0004956283,0.0006254438,0.0006275579,0.0006758689,0.001012078,0.001501425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005236916,"about_ca_system_score_gemma":0.0005561226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007713157,"about_ca_topic_score_gemma":0.003047551,"domain_scores_codex":[0.9989244,0.000191557,0.0001264514,0.0003485777,0.000294472,0.0001144578],"domain_scores_gemma":[0.9992674,0.0001280873,0.0001482351,0.0001884914,0.0001952217,0.00007259438],"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":[0.00002539738,0.00001483427,0.0001373734,0.00004157969,0.000007718644,0.00003344625,0.00002381671,0.000133111,0.9974223,0.0001776701,0.00007164409,0.001910997],"study_design_scores_gemma":[0.00001330182,0.0002549975,0.00222116,0.00002240254,0.00004031027,0.0003614811,0.00002718098,0.003971576,0.9874904,0.0002437023,0.005336372,0.00001724749],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2100465,0.001806573,0.7776288,0.000230513,0.0002019155,0.001870931,0.001122044,0.002199398,0.004893309],"genre_scores_gemma":[0.1485938,0.002065253,0.8357762,0.0002145072,0.00007368835,0.003202279,0.002383968,0.0004196823,0.007270589],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002592476,"threshold_uncertainty_score":0.01033103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009148153714544319,"score_gpt":0.2624148862896736,"score_spread":0.2532667325751293,"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."}}