{"id":"W4391932209","doi":"10.4046/trd.2024.0001","title":"What Single Cell RNA Sequencing Has Taught Us about Chronic Obstructive Pulmonary Disease","year":2024,"lang":"en","type":"article","venue":"Tuberculosis & respiratory diseases","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"COPD; Pulmonary disease; Disease; Pathogenesis; Medicine; RNA; Computational biology; Bioinformatics; Intensive care medicine; Biology; Immunology; Genetics; Gene; Pathology; Internal medicine","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":[0.01159948,0.0004976736,0.001168453,0.001645736,0.001887881,0.004816698,0.0006012061,0.003440542,0.004744245],"category_scores_gemma":[0.0140111,0.0003382726,0.0008324285,0.001369312,0.00752701,0.00928793,0.001884331,0.00549496,0.001607152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001946317,"about_ca_system_score_gemma":0.003495887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003063807,"about_ca_topic_score_gemma":0.003374873,"domain_scores_codex":[0.9963187,0.002088813,0.0001995148,0.0004319193,0.0006902978,0.0002707789],"domain_scores_gemma":[0.9897096,0.007115776,0.000365264,0.0006214624,0.001446543,0.0007413948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003224943,0.0002008386,0.009713651,0.007382881,0.000317654,0.0004349847,0.006528207,0.0007360816,0.005002296,0.1384791,0.0711493,0.7597325],"study_design_scores_gemma":[0.00005678088,0.0005533614,0.00680188,0.007963379,0.0002083664,0.001256695,0.007348392,0.0006125182,0.003259256,0.3035572,0.6682288,0.0001533433],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.02107366,0.4276482,0.0314193,0.4734392,0.01644518,0.00009564955,0.0005737821,0.0003106425,0.02899435],"genre_scores_gemma":[0.1305128,0.6570799,0.03947099,0.1393381,0.02251556,0.0002093926,0.0003895451,0.0002559765,0.01022774],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01159948,"threshold_uncertainty_score":0.06134462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07273013580926647,"score_gpt":0.3593267878764857,"score_spread":0.2865966520672192,"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."}}