{"id":"W4360997989","doi":"10.2139/ssrn.4391688","title":"Immunohistochemistry (IHC) Staining of In-Vitro Cancer Cell-Generated Tumoroids","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Immunohistochemistry; Staining; In vitro; Biology; Pathology; Medicine; Genetics","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":[0.0005556954,0.0006661008,0.000397537,0.000736391,0.0004208919,0.0003492872,0.0003902788,0.0005037577,0.007064461],"category_scores_gemma":[0.0002177715,0.0003916652,0.000595947,0.0004953676,0.0004147152,0.0004272492,0.0002456874,0.001075733,0.002846563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004009324,"about_ca_system_score_gemma":0.0003668128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001123898,"about_ca_topic_score_gemma":0.00155186,"domain_scores_codex":[0.9995436,0.00004731524,0.00005185691,0.0001313557,0.0001124925,0.0001134099],"domain_scores_gemma":[0.9996904,0.00005337806,0.00003422901,0.00006337037,0.0001082068,0.00005040401],"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":[0.0000771898,0.00004041269,0.0004612474,0.0001555448,0.00001730895,0.0002139765,0.00005324266,0.0001170301,0.9953891,0.0006553441,0.0002247246,0.002594734],"study_design_scores_gemma":[0.00004836762,0.0003493066,0.008211783,0.00004707452,0.0001176038,0.001696345,0.0001700107,0.00374227,0.9678108,0.0005705322,0.01721821,0.00001783256],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7590849,0.005141905,0.1804659,0.0007303915,0.0007487969,0.0007147166,0.004732165,0.003191458,0.04518981],"genre_scores_gemma":[0.8143517,0.004408055,0.1355761,0.0002542684,0.0001342616,0.0009040631,0.005399296,0.0005752684,0.03839694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007064461,"threshold_uncertainty_score":0.023633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01135657230233953,"score_gpt":0.2860379301435582,"score_spread":0.2746813578412186,"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."}}