{"id":"W4365804235","doi":"10.21693/1933-088x-22.1.4","title":"PHA 2022 International Pulmonary Hypertension Conference Abstracts","year":2023,"lang":"en","type":"article","venue":"Advances in Pulmonary Hypertension","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pulmonary hypertension; Cardiology; Internal medicine; Medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004754353,0.0005186695,0.0007871321,0.0009799975,0.0002476908,0.00003964718,0.0004149287,0.0002760223,0.0004261533],"category_scores_gemma":[0.0004365733,0.0004313359,0.0002361686,0.001338629,0.0002325189,0.001119822,0.0003933086,0.0007146801,0.001353326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001881085,"about_ca_system_score_gemma":0.0001856927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009403082,"about_ca_topic_score_gemma":0.00001709341,"domain_scores_codex":[0.995537,0.0001195358,0.0007957853,0.001171534,0.001341358,0.001034791],"domain_scores_gemma":[0.9977163,0.0003159483,0.0001699841,0.000798903,0.0004765391,0.0005223465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"observational","study_design_scores_codex":[0.004023605,0.005357177,0.09060196,0.0002858902,0.0002056284,0.3362022,0.00005689245,0.0007832138,0.2399622,0.0002214882,0.005672275,0.3166274],"study_design_scores_gemma":[0.004990431,0.0008428626,0.71254,0.001441802,0.0001571564,0.02530198,0.001071921,0.07383595,0.003821057,0.004251759,0.1705199,0.001225206],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540349,0.008355509,0.00001604056,0.006870499,0.00188761,0.001061746,0.0000715326,0.0005647696,0.02713741],"genre_scores_gemma":[0.962019,0.03061958,0.0004783892,0.001307771,0.0002772442,0.0001225978,0.001018676,0.00008458634,0.004072134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.621938,"threshold_uncertainty_score":0.9998139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03776337501701994,"score_gpt":0.316624112144807,"score_spread":0.2788607371277871,"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."}}