{"id":"W4226208541","doi":"10.1016/j.cardfail.2022.03.347","title":"Fluid Restriction: Time to Let it Flow?","year":2022,"lang":"en","type":"article","venue":"Journal of Cardiac Failure","topic":"Electrolyte and hormonal disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian VIGOUR Centre","funders":"","keywords":"Medicine; Flow (mathematics); Mechanics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003787207,0.0001007463,0.0003600991,0.0002223044,0.0001297857,0.00001695172,0.0001086394,0.0000394487,0.001545303],"category_scores_gemma":[0.0000669752,0.00008877366,0.0003945644,0.0003888154,0.00001142272,0.00008199158,0.00004788464,0.0004860745,0.0001783186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001426744,"about_ca_system_score_gemma":0.000241251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003422385,"about_ca_topic_score_gemma":4.750332e-7,"domain_scores_codex":[0.9986474,0.00007487147,0.0003038335,0.0001034795,0.000674842,0.0001955897],"domain_scores_gemma":[0.9993279,0.00003750115,0.0001051921,0.0001532863,0.0001799906,0.0001961606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004383534,0.000058974,0.0002153954,0.000007947741,0.0002207998,0.0001002188,0.000150123,0.0004937804,0.05839315,0.00003177888,0.934982,0.004907458],"study_design_scores_gemma":[0.0005774289,0.001535688,0.005903204,0.00001782423,0.0001981619,0.0004182903,0.000314613,0.00003235752,0.0004879481,0.00005641462,0.9903659,0.00009220089],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.560874,0.009257176,0.0001762411,0.3155348,0.001046549,0.0008211045,0.0000830193,0.00007795876,0.1121292],"genre_scores_gemma":[0.9471644,0.0008827129,0.003515724,0.01597951,0.004243927,0.00003892798,0.000054135,0.0001048118,0.02801586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3862904,"threshold_uncertainty_score":0.9993674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006392397277474666,"score_gpt":0.2344453810553058,"score_spread":0.2280529837778311,"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."}}