{"id":"W4296293219","doi":"10.1113/jp283319","title":"A cross‐species validation of single‐beat metrics of cardiac contractility","year":2022,"lang":"en","type":"article","venue":"The Journal of Physiology","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; Vancouver General Hospital; MaRS; University of British Columbia; International Collaboration On Repair Discoveries; Discovery Centre; University of British Columbia, Okanagan Campus","funders":"National Heart, Lung, and Blood Institute; Natural Sciences and Engineering Research Council of Canada; U.S. Department of Defense","keywords":"Contractility; Inotrope; Cardiology; Medicine; Internal medicine; Beat (acoustics); Diastole; Cardiac cycle; Cardiac catheterization; Blood pressure","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007987137,0.0006591389,0.0005827647,0.0007615591,0.000550835,0.000606549,0.0006005184,0.0007987616,0.001006912],"category_scores_gemma":[0.006832437,0.0002751476,0.000469706,0.0003229964,0.001098249,0.000752109,0.0009249154,0.0007615232,0.0003438478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002704119,"about_ca_system_score_gemma":0.0004253928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006731796,"about_ca_topic_score_gemma":0.001229434,"domain_scores_codex":[0.9974545,0.0007517797,0.0002162775,0.0008543134,0.0005977527,0.000125439],"domain_scores_gemma":[0.9935995,0.001387209,0.001612942,0.00147673,0.001610293,0.0003133453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001571405,0.000820207,0.1298002,0.0003797702,0.0005411258,0.0002357869,0.0009152946,0.002423249,0.8070915,0.00101725,0.000629299,0.05457484],"study_design_scores_gemma":[0.00009412676,0.01535951,0.6630704,0.0002183915,0.0007449275,0.001700614,0.0006797127,0.01176177,0.2984882,0.001059616,0.006653256,0.0001696157],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9313968,0.001610859,0.06339604,0.0001015566,0.0001736696,0.0003860138,0.0006841648,0.0001552906,0.002095597],"genre_scores_gemma":[0.9608161,0.0005634258,0.03562625,0.000187613,0.00005150436,0.0006206778,0.001211246,0.00008176127,0.0008413217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007987137,"threshold_uncertainty_score":0.04224056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02239937904239776,"score_gpt":0.2845783226816104,"score_spread":0.2621789436392127,"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."}}