{"id":"W4386784303","doi":"10.1158/1557-3265.aacrahns23-po-074","title":"Abstract PO-074: The evolution of the tumor immune microenvironment in immunosuppressed patients with cutaneous squamous cell carcinoma","year":2023,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immunosuppression; Tumor microenvironment; Immunotherapy; Immune system; Medicine; Merkel cell carcinoma; Immunology; Cancer; Cancer research; Pathology; Carcinoma; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001394681,0.0001752491,0.0004422861,0.0001234858,0.0002191172,0.00001417373,0.0005460745,0.00007704758,0.0002145112],"category_scores_gemma":[0.0004252247,0.00009369,0.000147774,0.0008308633,0.001138228,0.00003684089,0.0005201882,0.001194417,0.00007380108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008631168,"about_ca_system_score_gemma":0.0005488801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003902851,"about_ca_topic_score_gemma":0.0004929203,"domain_scores_codex":[0.9966241,0.0003721601,0.0007498826,0.0004518523,0.001169165,0.0006329077],"domain_scores_gemma":[0.9971066,0.001429177,0.0001930882,0.0009828105,0.0001999838,0.00008834317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002464931,0.0006392843,0.9908376,0.0001886062,0.00003738065,0.00007650274,0.0002793074,0.00007271636,0.002071216,0.000003542328,0.002113016,0.001215891],"study_design_scores_gemma":[0.003514958,0.00109373,0.990328,0.0001611588,0.00003407137,0.000004597713,0.0005271113,0.00002372496,0.003388346,0.00003097218,0.0007940931,0.00009927489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923398,0.002671864,4.91219e-7,0.002080373,0.0003035847,0.001491756,0.00005479166,0.00001447279,0.001042842],"genre_scores_gemma":[0.9986307,0.0002160482,0.00000959935,0.00007241186,0.0001410711,0.0002528855,0.000008059839,0.00004070498,0.000628525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00629087,"threshold_uncertainty_score":0.5899969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05266756323352657,"score_gpt":0.375440506160833,"score_spread":0.3227729429273065,"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."}}