{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007860761,0.0004564578,0.0003898345,0.0004858602,0.001263365,0.002386856,0.0009781116,0.0002216904,0.001291203],"category_scores_gemma":[0.0005332837,0.0004620249,0.0004711722,0.001366725,0.001552021,0.002759098,0.0003178043,0.0005300131,0.0005464985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003113655,"about_ca_system_score_gemma":0.003700929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007479011,"about_ca_topic_score_gemma":0.0003803162,"domain_scores_codex":[0.9944801,0.0008743028,0.000556153,0.001144908,0.001725028,0.001219559],"domain_scores_gemma":[0.9968358,0.0006540052,0.0001115938,0.0008608687,0.0002891154,0.001248654],"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":[0.0008020349,0.003807127,0.08076061,0.008310811,0.0009330809,0.01948709,0.01875129,0.001625073,0.1385696,0.02077175,0.130831,0.5753506],"study_design_scores_gemma":[0.0003869143,0.0002517059,0.03955846,0.002540618,0.0007080525,0.000007096752,0.008539738,0.0009098275,0.01101057,0.01011705,0.9238636,0.002106303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8006296,0.1730589,0.00004933341,0.003091316,0.001968903,0.001592864,0.0003295014,0.001940587,0.01733899],"genre_scores_gemma":[0.9938282,0.001766117,0.00004881861,0.0007389031,0.001592445,0.0004732818,0.00003406997,0.0001215897,0.001396563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7930327,"threshold_uncertainty_score":0.9997832,"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."}}