{"id":"W2098395872","doi":"10.3389/fgene.2014.00020","title":"Assessing the quality of studies supporting genetic susceptibility and outcomes of ARDS","year":2014,"lang":"en","type":"article","venue":"Frontiers in Genetics","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Instituto de Salud Carlos III; European Commission; Fundación Ramón Areces","keywords":"ARDS; Medicine; Population stratification; Genetic association; Intensive care medicine; Population; Acute respiratory distress; Disease; Genetic predisposition; Biology; Environmental health; Genetics; Internal medicine; Gene; Lung; Genotype; Single-nucleotide polymorphism","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":[],"consensus_categories":[],"category_scores_codex":[0.0009105082,0.0001038801,0.0005431307,0.00005159693,0.00003051476,0.00000688592,0.00005772768,0.0000450714,0.000004308633],"category_scores_gemma":[0.0006536022,0.0000652326,0.00007360529,0.00008711741,0.0002167817,0.00001659486,0.0000541869,0.00006361515,1.245114e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000388701,"about_ca_system_score_gemma":0.00003318544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004011426,"about_ca_topic_score_gemma":0.00003981189,"domain_scores_codex":[0.9987539,0.0001544531,0.0005631117,0.0001738812,0.0002124074,0.0001422555],"domain_scores_gemma":[0.9990072,0.00027598,0.0002448982,0.0003337268,0.000102631,0.00003551965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007605226,0.0001391547,0.9675031,0.0001987514,0.0001572722,7.014634e-7,0.0007449307,0.00002942493,0.0002514488,0.00001770868,0.0001564897,0.03079337],"study_design_scores_gemma":[0.0007199438,0.0001409931,0.9908674,0.00005942759,0.0001349989,8.572445e-7,0.003381534,0.0003577807,0.003415877,0.0008136301,0.00005283032,0.00005466773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922605,0.005991625,0.0008091117,0.0003825912,0.0002033163,0.000231738,0.00000236767,0.000005044385,0.0001137494],"genre_scores_gemma":[0.970912,0.0007363594,0.02820661,0.00009182016,0.00001994354,0.000008524044,0.000001371058,0.00000804565,0.00001527106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0307387,"threshold_uncertainty_score":0.2660108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1352545871768039,"score_gpt":0.4544455871992469,"score_spread":0.319191000022443,"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."}}