{"id":"W4410549706","doi":"10.17504/protocols.io.kxygxqx54v8j/v1","title":"CD8 Immunohistochemistry Staining v1","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Immunohistochemistry; Staining; Pathology; 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":[0.001913448,0.00188705,0.001518845,0.003728862,0.001313535,0.001713952,0.00168275,0.001304162,0.2064201],"category_scores_gemma":[0.001690443,0.001511002,0.00134955,0.001642863,0.0007938486,0.001070201,0.00128096,0.002831617,0.09556859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006270586,"about_ca_system_score_gemma":0.0008246743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006454145,"about_ca_topic_score_gemma":0.001735866,"domain_scores_codex":[0.998037,0.0003067253,0.0001776741,0.0006991233,0.0005309638,0.0002484747],"domain_scores_gemma":[0.9985678,0.000260505,0.00008161341,0.0005898192,0.0003526502,0.0001475416],"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":[0.000771331,0.0002345807,0.001830393,0.002283143,0.0001292215,0.0006817185,0.000338054,0.0006226011,0.7986552,0.008318332,0.07962269,0.1065127],"study_design_scores_gemma":[0.0002302927,0.0006531907,0.008764852,0.0006082724,0.0002307154,0.004671497,0.0001668498,0.00371313,0.3136471,0.004690349,0.6624964,0.0001272862],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1066754,0.01580838,0.5515653,0.001598286,0.001802586,0.006232722,0.04839237,0.06331333,0.2046116],"genre_scores_gemma":[0.1019032,0.009388208,0.4805019,0.001191359,0.0007358527,0.01208145,0.1092232,0.01898772,0.2659871],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2064201,"threshold_uncertainty_score":0.6905441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02465693163468288,"score_gpt":0.3315319648883409,"score_spread":0.3068750332536581,"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."}}