{"id":"W6926429049","doi":"10.24433/co.3372849.v1","title":"DAPPER Leiomyosarcoma: immune infiltrate and IO signature association with clinical outcomes","year":2023,"lang":"en","type":"other","venue":"Code Ocean","topic":"Wireless Power Transfer Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Immune system; Signature (topology); Gene signature; Infiltration (HVAC); Gene expression; Gene; Transcriptome","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003097536,0.0003802531,0.0007123952,0.0001594249,0.00002830561,0.00006403213,0.0002019999,0.0007696906,0.00006113628],"category_scores_gemma":[0.0000301144,0.0003195358,0.000111159,0.0001693608,0.00004050291,0.00005739081,0.00002362279,0.0006946757,0.0001312243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008678856,"about_ca_system_score_gemma":0.0000267758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007010525,"about_ca_topic_score_gemma":0.0008023377,"domain_scores_codex":[0.9985902,0.00006088187,0.0004046101,0.0003263433,0.0002930606,0.0003249464],"domain_scores_gemma":[0.9992301,0.0001689077,0.00009883481,0.0003805912,0.00002690885,0.00009466389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001201799,0.00003719822,0.4137135,0.0006192912,0.001596,0.00006081815,0.0002882342,0.0001624181,0.00003641129,0.0001930304,0.5823534,0.0009277254],"study_design_scores_gemma":[0.003150717,0.000132324,0.1630783,0.001406717,0.0004315048,0.00001232197,0.0001276913,0.001047935,0.00008557768,0.00002712629,0.8286465,0.001853309],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07252806,0.02365468,0.008306745,0.001876028,0.02729635,0.005435511,0.003122453,0.03846024,0.81932],"genre_scores_gemma":[0.6005915,0.0008179996,0.0002043024,0.00006094322,0.0007965697,0.00002064495,0.0001377838,0.003334604,0.3940357],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5280634,"threshold_uncertainty_score":0.9999257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01159798530737103,"score_gpt":0.241523085363809,"score_spread":0.229925100056438,"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."}}