{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001873157,0.0005917284,0.0004351827,0.001029296,0.0001939506,0.001104455,0.0006762301,0.001009939,0.001524894],"category_scores_gemma":[0.004276277,0.0003688837,0.001345239,0.001184242,0.0001790695,0.000918632,0.0006440624,0.0004413728,0.0005174453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001441114,"about_ca_system_score_gemma":0.0006688735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04380201,"about_ca_topic_score_gemma":0.01527255,"domain_scores_codex":[0.9994438,0.0002297027,0.00004720975,0.0001265678,0.00007253618,0.00008016462],"domain_scores_gemma":[0.998083,0.00100964,0.0003306421,0.0001165288,0.0003616091,0.00009859742],"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":[0.0001560294,0.00005658824,0.1996685,0.00008545555,0.0001518585,0.0002106498,0.0001169144,0.7855182,0.0002406644,0.0008454139,0.001840741,0.01110903],"study_design_scores_gemma":[0.00003619042,0.0001166747,0.09571362,0.0001159024,0.0000524227,0.0002030276,0.0002876438,0.8971407,0.0003406238,0.001819012,0.004127199,0.00004687543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703198,0.000978799,0.01826964,0.0004898069,0.00004318582,0.00003673779,0.004998249,0.0001397138,0.004724008],"genre_scores_gemma":[0.9906257,0.0003420002,0.004568554,0.00006156116,0.00001470777,0.00004480865,0.003663178,0.00001819344,0.0006612266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04380201,"threshold_uncertainty_score":0.08709413,"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."}}