{"id":"W6931884079","doi":"10.5525/gla.thesis.84813","title":"Risk assessment in pulmonary hypertension","year":2024,"lang":"en","type":"article","venue":"Enlighten: Theses (The University of Glasgow)","topic":"RNA regulation and disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Risk assessment; Risk stratification; Pulmonary hypertension; Cohort; Risk management tools; Disease; Health care; Canadian Cardiovascular Society","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000129591,0.00007961088,0.00008416339,0.00005565696,0.00008108887,0.00001081544,0.0001673491,0.00006335355,0.00009331919],"category_scores_gemma":[0.00002141144,0.00006214728,0.0001004541,0.0001059187,0.00009866229,0.00000739118,0.00009613697,0.00008186489,0.00003215388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001951971,"about_ca_system_score_gemma":0.00007390934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000839781,"about_ca_topic_score_gemma":0.00002848045,"domain_scores_codex":[0.9994464,0.00008584763,0.00007635225,0.0001949713,0.00009364187,0.0001028164],"domain_scores_gemma":[0.9996229,0.00003176398,0.00003269817,0.0002323534,0.00003507791,0.00004522256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001323013,0.001176037,0.1058336,0.0002592882,0.0005722057,0.0009218146,0.001475784,0.002789606,0.7350211,0.01395001,0.05463022,0.08204726],"study_design_scores_gemma":[0.0009526496,0.0002463835,0.3726327,0.0001522329,0.0001668724,0.00004867701,0.003196199,0.0245635,0.008921635,0.001195054,0.587479,0.0004451618],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837461,0.001206296,0.0006368994,0.001096593,0.00009675698,0.0001109337,0.0000178504,0.00001837858,0.0130702],"genre_scores_gemma":[0.9959866,0.0005700464,0.0002224658,0.00005994688,0.00004777526,2.46401e-7,0.00002901445,0.000007359887,0.003076565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7260995,"threshold_uncertainty_score":0.2534292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007603920958304327,"score_gpt":0.2143041851461232,"score_spread":0.2067002641878188,"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."}}