{"id":"W4393008629","doi":"10.1098/rsos.231484","title":"How the kidney regulates magnesium: a modelling study","year":2024,"lang":"en","type":"article","venue":"Royal Society Open Science","topic":"Magnesium in Health and Disease","field":"Nursing","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Distal convoluted tubule; Reabsorption; Nephron; Internal medicine; Endocrinology; Homeostasis; Kidney; Parathyroid hormone; Chemistry; Paracellular transport; Biology; Medicine; Permeability (electromagnetism); Calcium; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00235593,0.0001730637,0.0001520764,0.00003018569,0.001676721,0.004021778,0.002132665,0.00004574614,0.0001285264],"category_scores_gemma":[0.0001688977,0.0001126938,0.0001193182,0.001104785,0.0005283941,0.0007659327,0.0005825874,0.0002414174,0.00005886136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001393313,"about_ca_system_score_gemma":0.0005945134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001132878,"about_ca_topic_score_gemma":0.00001244531,"domain_scores_codex":[0.9975451,0.00008554733,0.0001981171,0.0007535304,0.0007828822,0.000634801],"domain_scores_gemma":[0.9985557,0.0001352422,0.00004555832,0.000629354,0.0001231856,0.0005109195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00103573,0.003154676,0.0394776,0.005952811,0.00008016371,0.0001686317,0.1694435,0.04915462,0.004704466,0.01451406,0.6153304,0.09698327],"study_design_scores_gemma":[0.0003841186,0.0002507687,0.002110983,0.00003266347,0.00008234999,0.000003826346,0.007286858,0.9712403,0.0003385361,0.001898486,0.01607555,0.0002955733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7936739,0.003229938,0.004324326,0.1672002,0.005845606,0.00603764,0.00004430186,0.0006569103,0.01898711],"genre_scores_gemma":[0.9876096,0.000001645521,0.001426534,0.004014279,0.0002418171,0.00009359171,0.000001985781,0.00001861417,0.006591891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9220856,"threshold_uncertainty_score":0.9996229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03706269999105242,"score_gpt":0.3238782549183407,"score_spread":0.2868155549272882,"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."}}