{"id":"W4399322432","doi":"10.1093/ckj/sfae162","title":"Dialysis nurse demand in Europe: an estimated prediction based on modelling","year":2024,"lang":"en","type":"article","venue":"Clinical Kidney Journal","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"CARE Canada","funders":"Baxter International","keywords":"Dialysis; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00204575,0.0001527019,0.0003792301,0.0003869792,0.00007534338,0.0001759511,0.0001026257,0.000101261,0.0003427412],"category_scores_gemma":[0.001020108,0.0001057155,0.0003033098,0.0006447655,0.00006252366,0.0001350152,0.00001511677,0.0007001354,0.0001091534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006493229,"about_ca_system_score_gemma":0.0003462868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003660112,"about_ca_topic_score_gemma":6.311139e-7,"domain_scores_codex":[0.9977877,0.0003162715,0.0008744206,0.0003574809,0.0004323085,0.0002317947],"domain_scores_gemma":[0.9983729,0.0001628074,0.00008686991,0.0002502073,0.0001249602,0.001002225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003380739,0.007604089,0.1055151,0.0005125136,0.001200087,0.006997135,0.0003114188,0.6554191,0.0002446159,0.0006358158,0.0777837,0.1403957],"study_design_scores_gemma":[0.001706076,0.0006159326,0.02233257,0.001381922,0.0007850847,0.00001794145,0.0000177396,0.9635494,0.000009702369,0.0001868592,0.009293456,0.0001033408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.76859,0.001035553,0.1853467,0.01847098,0.004749621,0.0008276223,0.0000853514,0.0004194893,0.02047466],"genre_scores_gemma":[0.9933855,0.0004875002,0.00156005,0.002883222,0.001113166,0.000006082972,0.00009692602,0.00003583088,0.0004317473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3081302,"threshold_uncertainty_score":0.4310952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06602912915724,"score_gpt":0.3802047841597105,"score_spread":0.3141756550024705,"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."}}