{"id":"W4361000865","doi":"10.26443/msurj.v18i1.189","title":"At Once Friends and Foes","year":2023,"lang":"en","type":"article","venue":"McGill Science Undergraduate Research Journal","topic":"Immune cells in cancer","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mycobacterium tuberculosis; Immune system; Immunology; Tuberculosis; Myeloid-derived Suppressor Cell; Innate immune system; Disease; Suppressor; Medicine; Myeloid; Biology; Cancer research; Cancer; Pathology","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":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.006710889,0.0001386494,0.0001801782,0.000869355,0.005628369,0.0001462012,0.0008414163,0.0001027829,0.0002392031],"category_scores_gemma":[0.0006312039,0.0001087204,0.00005345708,0.002223516,0.003729077,0.0004511016,0.001093782,0.001085802,0.001853451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005490457,"about_ca_system_score_gemma":0.000293229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004838141,"about_ca_topic_score_gemma":0.00002688323,"domain_scores_codex":[0.9969315,0.0003971934,0.0002714854,0.0004580049,0.0004628633,0.001478967],"domain_scores_gemma":[0.9985713,0.0004648102,0.00008164832,0.0003151822,0.0004296994,0.0001373726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006661913,0.00003085205,0.001151202,0.000012441,0.00004443271,0.00009321365,0.000227043,0.00002595583,0.9408398,0.01089982,0.02303568,0.02357299],"study_design_scores_gemma":[0.001546497,0.0004804862,0.005899868,0.0001235,0.00001374502,0.002509277,0.0010629,0.000123321,0.397468,0.03938769,0.5509847,0.0003999578],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9346716,0.003172994,0.00002927281,0.02326698,0.002768675,0.0002731336,0.00002459669,0.0001656491,0.03562713],"genre_scores_gemma":[0.9754823,0.003675063,0.00007367676,0.00007617096,0.00004419864,0.000009448452,0.000003044744,0.00001601705,0.02062001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5433717,"threshold_uncertainty_score":0.9989822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07249563236519656,"score_gpt":0.3822934082240256,"score_spread":0.309797775858829,"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."}}