{"id":"W4362595700","doi":"10.1158/1538-7445.am2023-6671","title":"Abstract 6671: Simplifying high-parameter phenotypic and functional characterization of cancer immune cells","year":2023,"lang":"en","type":"article","venue":"Cancer Research","topic":"Immune Cell Function and Interaction","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Integrity Testing Laboratory (Canada)","funders":"","keywords":"Immune system; Antibody; Cancer research; Antigen; Biology; Immunology; Flow cytometry; Cytotoxic T cell; Cancer immunotherapy; Mass cytometry; Immunotherapy; Phenotype; In vitro","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":[0.0006022844,0.0005321669,0.0002528213,0.0005854788,0.0002016249,0.0006816757,0.0003897005,0.0005153964,0.00544],"category_scores_gemma":[0.0006250226,0.000211845,0.0002507142,0.0003774445,0.0002506347,0.0004795529,0.0005170097,0.0007593246,0.002781622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000272905,"about_ca_system_score_gemma":0.0002855125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000525415,"about_ca_topic_score_gemma":0.0006346578,"domain_scores_codex":[0.9995095,0.00008647937,0.00003096456,0.0001263247,0.0001833396,0.00006335443],"domain_scores_gemma":[0.9996818,0.00009925284,0.00003475646,0.00005421932,0.00009616201,0.00003375124],"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":[0.00008980512,0.00003529301,0.000662238,0.00005519916,0.000005275916,0.00003746456,0.00003193266,0.0007227464,0.9777613,0.0005946847,0.0009816942,0.01902251],"study_design_scores_gemma":[0.00001568858,0.0001287903,0.003838862,0.00001702211,0.00001747937,0.0002484586,0.00002496368,0.01124922,0.9693921,0.0005728974,0.01447472,0.00001981712],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5412088,0.001740973,0.4325975,0.0006244503,0.0001966546,0.0004581692,0.003894026,0.004983859,0.01429559],"genre_scores_gemma":[0.7687833,0.0008750702,0.212808,0.000475931,0.00007331401,0.0006968535,0.004898881,0.0006802518,0.01070847],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00544,"threshold_uncertainty_score":0.01819861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06184119521049866,"score_gpt":0.3436200995421561,"score_spread":0.2817789043316574,"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."}}