{"id":"W2004877091","doi":"10.3791/51906","title":"Collection, Isolation, and Flow Cytometric Analysis of Human Endocervical Samples","year":2014,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Immunology; Biology; Immune system; Immunophenotyping; Ex vivo; Vagina; Flow cytometry; Population; Immunity; Transmission (telecommunications); Medicine; In vivo","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008370304,0.000108347,0.0005145719,0.002066647,0.0001861953,0.00001993641,0.0001280931,0.0001039708,0.0007236351],"category_scores_gemma":[0.000641216,0.00009088757,0.0001762171,0.001769986,0.0001320135,0.0001460511,0.00004570555,0.0002180093,0.000009686944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007216934,"about_ca_system_score_gemma":0.00004198184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008923336,"about_ca_topic_score_gemma":0.000003490012,"domain_scores_codex":[0.998446,0.0004698805,0.000626298,0.0001718595,0.0001197201,0.0001662774],"domain_scores_gemma":[0.9985254,0.0002520285,0.0004303645,0.0001840685,0.0005708676,0.0000372106],"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":[0.0002467331,0.0005349618,0.07351087,0.000009381994,0.002788084,6.847477e-7,0.0007475512,0.00004973031,0.9200729,0.0002647803,0.0006412519,0.001133058],"study_design_scores_gemma":[0.002822697,0.00122877,0.225041,0.00001636483,0.0005461254,0.0000779573,0.0003919385,0.0001827924,0.7665105,0.000168591,0.002885868,0.0001273677],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901519,0.001249338,0.007943013,0.0000464574,0.0002129778,0.00009737826,0.000004525563,0.000009331094,0.00028502],"genre_scores_gemma":[0.9986794,0.00007344369,0.0009183205,0.00001508891,0.00004074974,0.000004691749,0.00001374207,0.000009254301,0.0002453385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1535624,"threshold_uncertainty_score":0.7923297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04527729733073489,"score_gpt":0.4466386696133709,"score_spread":0.401361372282636,"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."}}