{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001798753,0.0001894114,0.0001909156,0.0005026581,0.0002049363,0.0004093739,0.0002409232,0.0002258363,0.00714544],"category_scores_gemma":[0.0007444527,0.0001042223,0.0003217155,0.000454123,0.0001433723,0.0002812629,0.0005331831,0.0003741764,0.001385775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001942254,"about_ca_system_score_gemma":0.0003137486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001010024,"about_ca_topic_score_gemma":0.002389145,"domain_scores_codex":[0.9998894,0.00000998425,0.000009947564,0.00003694693,0.00002504739,0.00002874805],"domain_scores_gemma":[0.9997305,0.00004268454,0.00009252292,0.00003080125,0.00003456989,0.0000689325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006946007,0.00004850695,0.9695976,0.0000522559,0.0001192659,0.0002197049,0.00005775023,0.0002918658,0.002980919,0.0001434157,0.00491392,0.02088019],"study_design_scores_gemma":[0.00004156136,0.0001455631,0.9896997,0.00003376698,0.0001636595,0.001086035,0.0001927376,0.001302985,0.001213173,0.0005036799,0.005597919,0.00001926065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"software","genre_scores_codex":[0.9806854,0.0004130524,0.001071872,0.0002368254,0.00003610135,0.00003303734,0.01220584,0.00007166284,0.005246232],"genre_scores_gemma":[0.9852446,0.0001919194,0.0005388923,0.0001409019,0.00005034863,0.00007868856,0.00870009,0.00003198376,0.005022471],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.00714544,"threshold_uncertainty_score":0.02390385,"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."}}