{"id":"W1550567025","doi":"10.1155/2012/197319","title":"Vascular Compromise and Hemodynamics in Pulmonary Arterial Hypertension: Model Predictions","year":2012,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Hemodynamics; Cardiology; Compromise; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003244579,0.0001603383,0.0002740742,0.0004980104,0.0002794826,0.00003409219,0.00006928934,0.0001331846,0.00009159372],"category_scores_gemma":[0.00006819236,0.0001369735,0.00008319547,0.0001621162,0.00009412105,0.0002624998,0.00002428994,0.0004798738,0.00002283276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003781597,"about_ca_system_score_gemma":0.000882907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000904665,"about_ca_topic_score_gemma":0.001554307,"domain_scores_codex":[0.998538,0.00007798347,0.0002628981,0.0001811067,0.0002848702,0.0006551202],"domain_scores_gemma":[0.9971581,0.00001965976,0.0000397276,0.0002239697,0.0001061319,0.002452424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001132724,0.002417295,0.8734234,0.000142708,0.0006247401,0.05406091,0.0003116108,0.001207106,0.03103419,0.0004008687,0.01188459,0.02335986],"study_design_scores_gemma":[0.004877505,0.0002927121,0.8379318,0.0001817889,0.0001500338,0.01679567,0.000207556,0.112356,0.00003434748,0.0002792487,0.02655955,0.0003338736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944242,0.003337264,0.00006423885,0.0005400041,0.000231474,0.0002653705,0.00003254194,0.00001406815,0.001090786],"genre_scores_gemma":[0.9970621,0.0002002735,0.0003737936,0.001839577,0.000348488,0.00001355177,0.00001376076,0.00002588936,0.0001226003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1111489,"threshold_uncertainty_score":0.5585617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03927286264251188,"score_gpt":0.2635980139041049,"score_spread":0.224325151261593,"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."}}