{"id":"W4313320278","doi":"10.32920/21740798","title":"Minimally invasive detection of cancer using metabolic changes in tumor-associated natural killer cells with Oncoimmune probes","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Immune Cell Function and Interaction","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; St. Michael's Hospital","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cancer cell; Cancer; Cancer research; Circulating tumor cell; Immune system; Cell; Liquid biopsy; Immunology; Medicine; Biology; Internal medicine; Metastasis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001760636,0.0003637539,0.0002389471,0.0001952909,0.00008313978,0.0003157372,0.0002131158,0.0004749244,0.0006947105],"category_scores_gemma":[0.0003456283,0.0001688476,0.0002176976,0.0001453072,0.0003273938,0.0003271658,0.0003503484,0.0003471882,0.0003115931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000187324,"about_ca_system_score_gemma":0.00009727538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002172339,"about_ca_topic_score_gemma":0.0003394726,"domain_scores_codex":[0.9998168,0.00002677919,0.000006155125,0.00005840506,0.00007010171,0.00002170819],"domain_scores_gemma":[0.9998846,0.00004737826,0.00003290308,0.0000122595,0.00001361934,0.00000925344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00005139207,0.000009176392,0.0004228584,0.0000381453,0.000004512445,0.00004112154,0.00001945358,0.0003153035,0.9938683,0.0001104061,0.00006619459,0.005053126],"study_design_scores_gemma":[0.000004022412,0.00007163108,0.001294827,0.000002751488,0.000005532753,0.000106777,0.00001274365,0.008090416,0.9895844,0.00009104999,0.0007292333,0.000006639513],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8903441,0.001273538,0.104124,0.0002542134,0.00009303872,0.0000632885,0.0002440165,0.0005596502,0.003044128],"genre_scores_gemma":[0.9295529,0.0005665548,0.06540935,0.0001389928,0.00002306116,0.00008786874,0.0001965042,0.00006021709,0.003964596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006947105,"threshold_uncertainty_score":0.002324104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01517910664082776,"score_gpt":0.2505940328753922,"score_spread":0.2354149262345644,"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."}}