{"id":"W4388762220","doi":"10.1101/2023.11.12.566762","title":"Isolation and expansion of pure and functional γδ T cells","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Immune Cell Function and Interaction","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Cytotoxic T cell; T cell; Cell biology; Antigen-presenting cell; Biology; Interleukin 21; Immune system; Immunology; In vitro; Biochemistry","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":[0.0003434504,0.0004753126,0.0002909562,0.0003564799,0.0002028678,0.0005317716,0.0003599559,0.0002744186,0.001544275],"category_scores_gemma":[0.0002898852,0.0001728144,0.0002250347,0.000268574,0.0001459721,0.0001970048,0.0004064727,0.0008225917,0.001458148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001257978,"about_ca_system_score_gemma":0.0001813078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002394027,"about_ca_topic_score_gemma":0.0003116805,"domain_scores_codex":[0.9997151,0.00004570237,0.00004737254,0.00005831091,0.00007810433,0.0000552995],"domain_scores_gemma":[0.9998436,0.00004317795,0.00001609651,0.00003132853,0.00004496421,0.00002088862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006961773,0.00004807773,0.0003002463,0.00005162308,0.000003968308,0.00006704956,0.00006039818,0.0002852133,0.9946883,0.0001356298,0.0001174465,0.004172535],"study_design_scores_gemma":[0.00002463218,0.0004676,0.001609878,0.00003264721,0.00002806758,0.0002611676,0.00005391981,0.002035691,0.9865255,0.0001611061,0.008791802,0.000007996584],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9030696,0.004129683,0.07846589,0.0001744067,0.0001498062,0.001444718,0.002761988,0.0003325664,0.009471323],"genre_scores_gemma":[0.9154826,0.002691589,0.06384075,0.0002734437,0.00006406402,0.001011158,0.00561559,0.0001652407,0.01085556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001544275,"threshold_uncertainty_score":0.005166113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01606095445829431,"score_gpt":0.2077016098864836,"score_spread":0.1916406554281893,"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."}}