{"id":"W4416447327","doi":"10.1093/jimmun/vkaf283.1078","title":"Streamlined mouse tumor processing with STEMprep™: Automated, Efficient, and Reliable 3260","year":2025,"lang":"en","type":"article","venue":"The Journal of Immunology","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Terry Fox Research Institute; Stemcell Technologies","funders":"","keywords":"Tumor microenvironment; Immunotherapy; Melanoma; Cancer immunotherapy; Cell; Viability assay; Phenotype; Cell culture","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002628229,0.0001056997,0.0001690121,0.00005746616,0.0001155499,0.00002059599,0.0002009307,0.0000718314,0.000002426843],"category_scores_gemma":[0.00003463712,0.00006306781,0.00003236696,0.00009014053,0.0001718553,0.000003714331,0.00004632253,0.0001599854,6.075065e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001183352,"about_ca_system_score_gemma":0.000153429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002379883,"about_ca_topic_score_gemma":0.00001200645,"domain_scores_codex":[0.9993699,0.00006929631,0.0002473249,0.00009666192,0.00006098806,0.0001558443],"domain_scores_gemma":[0.9994513,0.00002009098,0.0001826652,0.0001698214,0.0001538736,0.00002222041],"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":[0.001291292,0.00009272657,0.001672016,0.00003185266,0.0001556281,0.00000657805,0.0001202155,0.001249603,0.9938905,0.00002284216,0.0002994789,0.001167224],"study_design_scores_gemma":[0.004315806,0.0020865,0.004630151,0.0002607309,0.0002472862,0.0009944245,0.000979747,0.004267984,0.9761729,0.00005686829,0.005723482,0.0002641378],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923062,0.005110451,0.001855845,0.0002527857,0.0001153558,0.00007601818,0.000001913076,0.00001481895,0.0002666559],"genre_scores_gemma":[0.9984455,0.0002791754,0.0005309537,0.0001730848,0.00003848318,0.000001168474,0.000002197908,0.00001085639,0.0005185747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01771766,"threshold_uncertainty_score":0.2571831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005157214084251774,"score_gpt":0.2188283474256547,"score_spread":0.213671133341403,"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."}}