{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009729486,0.0001126984,0.000156468,0.0004778454,0.0003085733,0.0003062425,0.0001001962,0.0001693549,0.002017188],"category_scores_gemma":[0.000471979,0.00006612172,0.0001202277,0.0003435665,0.0001394185,0.0001757831,0.0001537137,0.0002197274,0.0001911435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00012287,"about_ca_system_score_gemma":0.00009575425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004237833,"about_ca_topic_score_gemma":0.0003769373,"domain_scores_codex":[0.9999115,0.00001667858,0.00001069179,0.00002068553,0.00001601183,0.00002435919],"domain_scores_gemma":[0.9997458,0.0000511293,0.00008491433,0.00001305777,0.00003197744,0.00007325226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004471015,0.00007431625,0.9830378,0.00002043325,0.00002014483,0.001937759,0.0001744284,0.00004198639,0.008984732,0.00003044167,0.0001058736,0.005125037],"study_design_scores_gemma":[0.00001032341,0.0003717811,0.9915518,0.000006040837,0.00003031228,0.005345399,0.0003603363,0.0002176768,0.001574309,0.00003087419,0.0004980305,0.000003232779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994922,0.00009963248,0.00003284769,0.00001013273,0.000001943551,0.000003434209,0.00003828316,0.000001850786,0.0003197063],"genre_scores_gemma":[0.999805,0.0000234449,0.00002380463,0.00001062477,0.000003791931,0.000002274648,0.00004668181,7.042567e-7,0.0000836194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002017188,"threshold_uncertainty_score":0.006748199,"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."}}