{"id":"W2759547105","doi":"10.2196/iproc.8577","title":"Cloud Connected Noninvasive Device Correlation with Pulmonary Artery Pressure by Right Heart Catheterization: Implications for Diagnosis and Clinical Practice to Improve Outcomes for Heart Failure Patients","year":2017,"lang":"en","type":"article","venue":"Iproceedings","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Heart failure; Cardiology; Internal medicine; Pulmonary artery; Ambulatory; Blood pressure; Cardiac catheterization; Hemodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001826758,0.0002590683,0.0003283862,0.0000569846,0.000565104,0.00028425,0.0001979363,0.0001738436,0.000001639881],"category_scores_gemma":[0.001380605,0.0002408293,0.00007424612,0.00008071616,0.00005749477,0.001081216,0.00006230933,0.0001544054,0.000006822972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000049705,"about_ca_system_score_gemma":0.00002304815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001749172,"about_ca_topic_score_gemma":0.000008902238,"domain_scores_codex":[0.9986854,0.000009520221,0.000373738,0.0004662283,0.0001445086,0.0003205973],"domain_scores_gemma":[0.9977721,0.0008900512,0.0002027143,0.0002750415,0.0006632168,0.0001968923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001132367,0.0001366757,0.9708273,0.0001993016,0.0001878515,3.848696e-7,0.0002253093,0.00003054273,0.01290031,0.0001298038,0.01441104,0.0008382358],"study_design_scores_gemma":[0.004221831,0.002427661,0.7223744,0.0004183772,0.0009622499,0.00003816171,0.0003761924,0.001354966,0.03992496,0.0004687678,0.2259193,0.001513107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665319,0.0000911697,0.01852083,0.007394892,0.001234518,0.004839143,0.0008777048,0.0003315911,0.0001782586],"genre_scores_gemma":[0.9843477,0.00001288259,0.01312839,0.00036014,0.000399825,0.001539435,0.00008184365,0.00008280487,0.00004694907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2484529,"threshold_uncertainty_score":0.9820732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01505323858956463,"score_gpt":0.2873263104165202,"score_spread":0.2722730718269556,"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."}}