{"id":"W4393306908","doi":"10.21693/1933-088x-22.4.179","title":"2023 PH Professional Network (PHPN) Symposium: 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":"University of California, Davis; Weill Cornell Medical College; Houston Methodist Hospital; School of Medicine, Indiana University; University of Rochester; Ohio State University; Houston Methodist Research Institute; University of Melbourne; Medical Center, University of Rochester; University of Nebraska Medical Center","keywords":"Engineering ethics; Psychology; Engineering","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":[0.0004549623,0.0003624873,0.0006161089,0.0004051186,0.000271055,0.00001563903,0.0001977119,0.0002198663,0.0001652536],"category_scores_gemma":[0.000163114,0.0002779384,0.0001654697,0.001537357,0.0001416091,0.0005859213,0.000234265,0.0005597253,0.001584583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001057716,"about_ca_system_score_gemma":0.0001671186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004077895,"about_ca_topic_score_gemma":0.00001812985,"domain_scores_codex":[0.9965683,0.0001134958,0.0005751879,0.0007770941,0.0008856193,0.001080293],"domain_scores_gemma":[0.9983442,0.0003432904,0.0001113712,0.0005789978,0.0001849559,0.0004371518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006542817,0.00637396,0.3863319,0.000826832,0.0002715295,0.3165547,0.00008007717,0.009723936,0.07920333,0.0003346312,0.07616524,0.117591],"study_design_scores_gemma":[0.003863093,0.000837301,0.7465311,0.001918746,0.0001094228,0.005374176,0.0003584449,0.01748527,0.0008048305,0.004570585,0.2173863,0.0007607335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535059,0.01407611,0.0000045783,0.007208516,0.002084351,0.001358512,0.00003232565,0.0004744144,0.02125524],"genre_scores_gemma":[0.9678923,0.0177444,0.0005415605,0.001321877,0.000455345,0.0001568527,0.000552141,0.0000701487,0.01126541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3601992,"threshold_uncertainty_score":0.9999673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02235977806044125,"score_gpt":0.3106405419062556,"score_spread":0.2882807638458143,"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."}}