{"id":"W4403848073","doi":"10.1113/jp287516","title":"Pathophysiological features of pre‐clinical HFrEF and HFpEF models","year":2024,"lang":"en","type":"article","venue":"The Journal of Physiology","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Pathophysiology; Cardiology; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004817002,0.0003590767,0.0003575411,0.0005527412,0.0002357995,0.0004935662,0.0002885591,0.0004312116,0.004913694],"category_scores_gemma":[0.0006384848,0.00008443266,0.0003154559,0.0002337548,0.0002373848,0.0003012309,0.0003423843,0.0005706828,0.0009068413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001853664,"about_ca_system_score_gemma":0.0002491712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009909628,"about_ca_topic_score_gemma":0.0006966372,"domain_scores_codex":[0.9998648,0.00004107688,0.00001355624,0.0000260097,0.00002555318,0.00002899733],"domain_scores_gemma":[0.999733,0.00006932401,0.0000438877,0.00005046156,0.00002977445,0.00007356911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0286895,0.007033992,0.4528171,0.001249885,0.0006370394,0.01180383,0.001193341,0.006511512,0.369419,0.01159085,0.02209859,0.0869552],"study_design_scores_gemma":[0.0008220926,0.007129269,0.8940645,0.0002308105,0.0003165806,0.02100063,0.001511768,0.02427851,0.02993505,0.006464675,0.01413286,0.0001132599],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862715,0.0009997666,0.003301507,0.0002660273,0.0001168667,0.0001547113,0.003439286,0.0001355664,0.005314797],"genre_scores_gemma":[0.9936959,0.0004670192,0.0007816947,0.00008203906,0.0000363029,0.0001406018,0.0035,0.00001675699,0.001279843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004913694,"threshold_uncertainty_score":0.01643795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03304881630126034,"score_gpt":0.3221919322603141,"score_spread":0.2891431159590537,"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."}}